{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python for Finance (2nd ed.)\n",
    "\n",
    "**Mastering Data-Driven Finance**\n",
    "\n",
    "&copy; Dr. Yves J. Hilpisch | The Python Quants GmbH\n",
    "\n",
    "<img src=\"http://hilpisch.com/images/py4fi_2nd_shadow.png\" width=\"300px\" align=\"left\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Financial Time Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pylab import mpl, plt\n",
    "plt.style.use('seaborn')\n",
    "mpl.rcParams['font.family'] = 'serif'\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Financial Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = '../../source/tr_eikon_eod_data.csv'  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Date,AAPL.O,MSFT.O,INTC.O,AMZN.O,GS.N,SPY,.SPX,.VIX,EUR=,XAU=,GDX,GLD\\n',\n",
       " '2010-01-01,,,,,,,,,1.4323,1096.35,,\\n',\n",
       " '2010-01-04,30.57282657,30.95,20.88,133.9,173.08,113.33,1132.99,20.04,1.4411,1120.0,47.71,109.8\\n',\n",
       " '2010-01-05,30.625683660000004,30.96,20.87,134.69,176.14,113.63,1136.52,19.35,1.4368,1118.65,48.17,109.7\\n',\n",
       " '2010-01-06,30.138541290000003,30.77,20.8,132.25,174.26,113.71,1137.14,19.16,1.4412,1138.5,49.34,111.51\\n']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = open(filename, 'r')  \n",
    "f.readlines()[:5]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "uuid": "53a33e39-a3ff-4c95-b0f2-a94d727ae0da"
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv(filename,  \n",
    "                   index_col=0, \n",
    "                   parse_dates=True)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "uuid": "53a33e39-a3ff-4c95-b0f2-a94d727ae0da"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2216 entries, 2010-01-01 to 2018-06-29\n",
      "Data columns (total 12 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   AAPL.O  2138 non-null   float64\n",
      " 1   MSFT.O  2138 non-null   float64\n",
      " 2   INTC.O  2138 non-null   float64\n",
      " 3   AMZN.O  2138 non-null   float64\n",
      " 4   GS.N    2138 non-null   float64\n",
      " 5   SPY     2138 non-null   float64\n",
      " 6   .SPX    2138 non-null   float64\n",
      " 7   .VIX    2138 non-null   float64\n",
      " 8   EUR=    2216 non-null   float64\n",
      " 9   XAU=    2211 non-null   float64\n",
      " 10  GDX     2138 non-null   float64\n",
      " 11  GLD     2138 non-null   float64\n",
      "dtypes: float64(12)\n",
      "memory usage: 225.1 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4323</td>\n",
       "      <td>1096.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>30.572827</td>\n",
       "      <td>30.950</td>\n",
       "      <td>20.88</td>\n",
       "      <td>133.90</td>\n",
       "      <td>173.08</td>\n",
       "      <td>113.33</td>\n",
       "      <td>1132.99</td>\n",
       "      <td>20.04</td>\n",
       "      <td>1.4411</td>\n",
       "      <td>1120.00</td>\n",
       "      <td>47.71</td>\n",
       "      <td>109.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>30.625684</td>\n",
       "      <td>30.960</td>\n",
       "      <td>20.87</td>\n",
       "      <td>134.69</td>\n",
       "      <td>176.14</td>\n",
       "      <td>113.63</td>\n",
       "      <td>1136.52</td>\n",
       "      <td>19.35</td>\n",
       "      <td>1.4368</td>\n",
       "      <td>1118.65</td>\n",
       "      <td>48.17</td>\n",
       "      <td>109.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>30.138541</td>\n",
       "      <td>30.770</td>\n",
       "      <td>20.80</td>\n",
       "      <td>132.25</td>\n",
       "      <td>174.26</td>\n",
       "      <td>113.71</td>\n",
       "      <td>1137.14</td>\n",
       "      <td>19.16</td>\n",
       "      <td>1.4412</td>\n",
       "      <td>1138.50</td>\n",
       "      <td>49.34</td>\n",
       "      <td>111.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>30.082827</td>\n",
       "      <td>30.452</td>\n",
       "      <td>20.60</td>\n",
       "      <td>130.00</td>\n",
       "      <td>177.67</td>\n",
       "      <td>114.19</td>\n",
       "      <td>1141.69</td>\n",
       "      <td>19.06</td>\n",
       "      <td>1.4318</td>\n",
       "      <td>1131.90</td>\n",
       "      <td>49.10</td>\n",
       "      <td>110.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O  MSFT.O  INTC.O  AMZN.O    GS.N     SPY     .SPX   .VIX  \\\n",
       "Date                                                                            \n",
       "2010-01-01        NaN     NaN     NaN     NaN     NaN     NaN      NaN    NaN   \n",
       "2010-01-04  30.572827  30.950   20.88  133.90  173.08  113.33  1132.99  20.04   \n",
       "2010-01-05  30.625684  30.960   20.87  134.69  176.14  113.63  1136.52  19.35   \n",
       "2010-01-06  30.138541  30.770   20.80  132.25  174.26  113.71  1137.14  19.16   \n",
       "2010-01-07  30.082827  30.452   20.60  130.00  177.67  114.19  1141.69  19.06   \n",
       "\n",
       "              EUR=     XAU=    GDX     GLD  \n",
       "Date                                        \n",
       "2010-01-01  1.4323  1096.35    NaN     NaN  \n",
       "2010-01-04  1.4411  1120.00  47.71  109.80  \n",
       "2010-01-05  1.4368  1118.65  48.17  109.70  \n",
       "2010-01-06  1.4412  1138.50  49.34  111.51  \n",
       "2010-01-07  1.4318  1131.90  49.10  110.82  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-25</th>\n",
       "      <td>182.17</td>\n",
       "      <td>98.39</td>\n",
       "      <td>50.71</td>\n",
       "      <td>1663.15</td>\n",
       "      <td>221.54</td>\n",
       "      <td>271.00</td>\n",
       "      <td>2717.07</td>\n",
       "      <td>17.33</td>\n",
       "      <td>1.1702</td>\n",
       "      <td>1265.00</td>\n",
       "      <td>22.01</td>\n",
       "      <td>119.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-26</th>\n",
       "      <td>184.43</td>\n",
       "      <td>99.08</td>\n",
       "      <td>49.67</td>\n",
       "      <td>1691.09</td>\n",
       "      <td>221.58</td>\n",
       "      <td>271.60</td>\n",
       "      <td>2723.06</td>\n",
       "      <td>15.92</td>\n",
       "      <td>1.1645</td>\n",
       "      <td>1258.64</td>\n",
       "      <td>21.95</td>\n",
       "      <td>119.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-27</th>\n",
       "      <td>184.16</td>\n",
       "      <td>97.54</td>\n",
       "      <td>48.76</td>\n",
       "      <td>1660.51</td>\n",
       "      <td>220.18</td>\n",
       "      <td>269.35</td>\n",
       "      <td>2699.63</td>\n",
       "      <td>17.91</td>\n",
       "      <td>1.1552</td>\n",
       "      <td>1251.62</td>\n",
       "      <td>21.81</td>\n",
       "      <td>118.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-28</th>\n",
       "      <td>185.50</td>\n",
       "      <td>98.63</td>\n",
       "      <td>49.25</td>\n",
       "      <td>1701.45</td>\n",
       "      <td>223.42</td>\n",
       "      <td>270.89</td>\n",
       "      <td>2716.31</td>\n",
       "      <td>16.85</td>\n",
       "      <td>1.1567</td>\n",
       "      <td>1247.88</td>\n",
       "      <td>21.93</td>\n",
       "      <td>118.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29</th>\n",
       "      <td>185.11</td>\n",
       "      <td>98.61</td>\n",
       "      <td>49.71</td>\n",
       "      <td>1699.80</td>\n",
       "      <td>220.57</td>\n",
       "      <td>271.28</td>\n",
       "      <td>2718.37</td>\n",
       "      <td>16.09</td>\n",
       "      <td>1.1683</td>\n",
       "      <td>1252.25</td>\n",
       "      <td>22.31</td>\n",
       "      <td>118.65</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O  MSFT.O  INTC.O   AMZN.O    GS.N     SPY     .SPX   .VIX  \\\n",
       "Date                                                                          \n",
       "2018-06-25  182.17   98.39   50.71  1663.15  221.54  271.00  2717.07  17.33   \n",
       "2018-06-26  184.43   99.08   49.67  1691.09  221.58  271.60  2723.06  15.92   \n",
       "2018-06-27  184.16   97.54   48.76  1660.51  220.18  269.35  2699.63  17.91   \n",
       "2018-06-28  185.50   98.63   49.25  1701.45  223.42  270.89  2716.31  16.85   \n",
       "2018-06-29  185.11   98.61   49.71  1699.80  220.57  271.28  2718.37  16.09   \n",
       "\n",
       "              EUR=     XAU=    GDX     GLD  \n",
       "Date                                        \n",
       "2018-06-25  1.1702  1265.00  22.01  119.89  \n",
       "2018-06-26  1.1645  1258.64  21.95  119.26  \n",
       "2018-06-27  1.1552  1251.62  21.81  118.58  \n",
       "2018-06-28  1.1567  1247.88  21.93  118.22  \n",
       "2018-06-29  1.1683  1252.25  22.31  118.65  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x864 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(figsize=(10, 12), subplots=True);  \n",
    "# plt.savefig('../../images/ch08/fts_01.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "instruments = ['Apple Stock', 'Microsoft Stock',\n",
    "               'Intel Stock', 'Amazon Stock', 'Goldman Sachs Stock',\n",
    "               'SPDR S&P 500 ETF Trust', 'S&P 500 Index',\n",
    "               'VIX Volatility Index', 'EUR/USD Exchange Rate',\n",
    "               'Gold Price', 'VanEck Vectors Gold Miners ETF',\n",
    "               'SPDR Gold Trust']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AAPL.O   | Apple Stock\n",
      "MSFT.O   | Microsoft Stock\n",
      "INTC.O   | Intel Stock\n",
      "AMZN.O   | Amazon Stock\n",
      "GS.N     | Goldman Sachs Stock\n",
      "SPY      | SPDR S&P 500 ETF Trust\n",
      ".SPX     | S&P 500 Index\n",
      ".VIX     | VIX Volatility Index\n",
      "EUR=     | EUR/USD Exchange Rate\n",
      "XAU=     | Gold Price\n",
      "GDX      | VanEck Vectors Gold Miners ETF\n",
      "GLD      | SPDR Gold Trust\n"
     ]
    }
   ],
   "source": [
    "for ric, name in zip(data.columns, instruments):\n",
    "    print('{:8s} | {}'.format(ric, name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2216 entries, 2010-01-01 to 2018-06-29\n",
      "Data columns (total 12 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   AAPL.O  2138 non-null   float64\n",
      " 1   MSFT.O  2138 non-null   float64\n",
      " 2   INTC.O  2138 non-null   float64\n",
      " 3   AMZN.O  2138 non-null   float64\n",
      " 4   GS.N    2138 non-null   float64\n",
      " 5   SPY     2138 non-null   float64\n",
      " 6   .SPX    2138 non-null   float64\n",
      " 7   .VIX    2138 non-null   float64\n",
      " 8   EUR=    2216 non-null   float64\n",
      " 9   XAU=    2211 non-null   float64\n",
      " 10  GDX     2138 non-null   float64\n",
      " 11  GLD     2138 non-null   float64\n",
      "dtypes: float64(12)\n",
      "memory usage: 225.1 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2216.00</td>\n",
       "      <td>2211.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>93.46</td>\n",
       "      <td>44.56</td>\n",
       "      <td>29.36</td>\n",
       "      <td>480.46</td>\n",
       "      <td>170.22</td>\n",
       "      <td>180.32</td>\n",
       "      <td>1802.71</td>\n",
       "      <td>17.03</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1349.01</td>\n",
       "      <td>33.57</td>\n",
       "      <td>130.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>40.55</td>\n",
       "      <td>19.53</td>\n",
       "      <td>8.17</td>\n",
       "      <td>372.31</td>\n",
       "      <td>42.48</td>\n",
       "      <td>48.19</td>\n",
       "      <td>483.34</td>\n",
       "      <td>5.88</td>\n",
       "      <td>0.11</td>\n",
       "      <td>188.75</td>\n",
       "      <td>15.17</td>\n",
       "      <td>18.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>27.44</td>\n",
       "      <td>23.01</td>\n",
       "      <td>17.66</td>\n",
       "      <td>108.61</td>\n",
       "      <td>87.70</td>\n",
       "      <td>102.20</td>\n",
       "      <td>1022.58</td>\n",
       "      <td>9.14</td>\n",
       "      <td>1.04</td>\n",
       "      <td>1051.36</td>\n",
       "      <td>12.47</td>\n",
       "      <td>100.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>60.29</td>\n",
       "      <td>28.57</td>\n",
       "      <td>22.51</td>\n",
       "      <td>213.60</td>\n",
       "      <td>146.61</td>\n",
       "      <td>133.99</td>\n",
       "      <td>1338.57</td>\n",
       "      <td>13.07</td>\n",
       "      <td>1.13</td>\n",
       "      <td>1221.53</td>\n",
       "      <td>22.14</td>\n",
       "      <td>117.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>90.55</td>\n",
       "      <td>39.66</td>\n",
       "      <td>27.33</td>\n",
       "      <td>322.06</td>\n",
       "      <td>164.43</td>\n",
       "      <td>186.32</td>\n",
       "      <td>1863.08</td>\n",
       "      <td>15.58</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1292.61</td>\n",
       "      <td>25.62</td>\n",
       "      <td>124.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>117.24</td>\n",
       "      <td>54.37</td>\n",
       "      <td>34.71</td>\n",
       "      <td>698.85</td>\n",
       "      <td>192.13</td>\n",
       "      <td>210.99</td>\n",
       "      <td>2108.94</td>\n",
       "      <td>19.07</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1428.24</td>\n",
       "      <td>48.34</td>\n",
       "      <td>139.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>193.98</td>\n",
       "      <td>102.49</td>\n",
       "      <td>57.08</td>\n",
       "      <td>1750.08</td>\n",
       "      <td>273.38</td>\n",
       "      <td>286.58</td>\n",
       "      <td>2872.87</td>\n",
       "      <td>48.00</td>\n",
       "      <td>1.48</td>\n",
       "      <td>1898.99</td>\n",
       "      <td>66.63</td>\n",
       "      <td>184.59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        AAPL.O   MSFT.O   INTC.O   AMZN.O     GS.N      SPY     .SPX     .VIX  \\\n",
       "count  2138.00  2138.00  2138.00  2138.00  2138.00  2138.00  2138.00  2138.00   \n",
       "mean     93.46    44.56    29.36   480.46   170.22   180.32  1802.71    17.03   \n",
       "std      40.55    19.53     8.17   372.31    42.48    48.19   483.34     5.88   \n",
       "min      27.44    23.01    17.66   108.61    87.70   102.20  1022.58     9.14   \n",
       "25%      60.29    28.57    22.51   213.60   146.61   133.99  1338.57    13.07   \n",
       "50%      90.55    39.66    27.33   322.06   164.43   186.32  1863.08    15.58   \n",
       "75%     117.24    54.37    34.71   698.85   192.13   210.99  2108.94    19.07   \n",
       "max     193.98   102.49    57.08  1750.08   273.38   286.58  2872.87    48.00   \n",
       "\n",
       "          EUR=     XAU=      GDX      GLD  \n",
       "count  2216.00  2211.00  2138.00  2138.00  \n",
       "mean      1.25  1349.01    33.57   130.09  \n",
       "std       0.11   188.75    15.17    18.78  \n",
       "min       1.04  1051.36    12.47   100.50  \n",
       "25%       1.13  1221.53    22.14   117.40  \n",
       "50%       1.27  1292.61    25.62   124.00  \n",
       "75%       1.35  1428.24    48.34   139.00  \n",
       "max       1.48  1898.99    66.63   184.59  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe().round(2)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL.O      93.455973\n",
       "MSFT.O      44.561115\n",
       "INTC.O      29.364192\n",
       "AMZN.O     480.461251\n",
       "GS.N       170.216221\n",
       "SPY        180.323029\n",
       ".SPX      1802.713106\n",
       ".VIX        17.027133\n",
       "EUR=         1.248587\n",
       "XAU=      1349.014130\n",
       "GDX         33.566525\n",
       "GLD        130.086590\n",
       "dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>27.44</td>\n",
       "      <td>23.01</td>\n",
       "      <td>17.66</td>\n",
       "      <td>108.61</td>\n",
       "      <td>87.70</td>\n",
       "      <td>102.20</td>\n",
       "      <td>1022.58</td>\n",
       "      <td>9.14</td>\n",
       "      <td>1.04</td>\n",
       "      <td>1051.36</td>\n",
       "      <td>12.47</td>\n",
       "      <td>100.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>93.46</td>\n",
       "      <td>44.56</td>\n",
       "      <td>29.36</td>\n",
       "      <td>480.46</td>\n",
       "      <td>170.22</td>\n",
       "      <td>180.32</td>\n",
       "      <td>1802.71</td>\n",
       "      <td>17.03</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1349.01</td>\n",
       "      <td>33.57</td>\n",
       "      <td>130.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>40.55</td>\n",
       "      <td>19.53</td>\n",
       "      <td>8.17</td>\n",
       "      <td>372.31</td>\n",
       "      <td>42.48</td>\n",
       "      <td>48.19</td>\n",
       "      <td>483.34</td>\n",
       "      <td>5.88</td>\n",
       "      <td>0.11</td>\n",
       "      <td>188.75</td>\n",
       "      <td>15.17</td>\n",
       "      <td>18.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>90.55</td>\n",
       "      <td>39.66</td>\n",
       "      <td>27.33</td>\n",
       "      <td>322.06</td>\n",
       "      <td>164.43</td>\n",
       "      <td>186.32</td>\n",
       "      <td>1863.08</td>\n",
       "      <td>15.58</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1292.61</td>\n",
       "      <td>25.62</td>\n",
       "      <td>124.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>193.98</td>\n",
       "      <td>102.49</td>\n",
       "      <td>57.08</td>\n",
       "      <td>1750.08</td>\n",
       "      <td>273.38</td>\n",
       "      <td>286.58</td>\n",
       "      <td>2872.87</td>\n",
       "      <td>48.00</td>\n",
       "      <td>1.48</td>\n",
       "      <td>1898.99</td>\n",
       "      <td>66.63</td>\n",
       "      <td>184.59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        AAPL.O  MSFT.O  INTC.O   AMZN.O    GS.N     SPY     .SPX   .VIX  EUR=  \\\n",
       "min      27.44   23.01   17.66   108.61   87.70  102.20  1022.58   9.14  1.04   \n",
       "mean     93.46   44.56   29.36   480.46  170.22  180.32  1802.71  17.03  1.25   \n",
       "std      40.55   19.53    8.17   372.31   42.48   48.19   483.34   5.88  0.11   \n",
       "median   90.55   39.66   27.33   322.06  164.43  186.32  1863.08  15.58  1.27   \n",
       "max     193.98  102.49   57.08  1750.08  273.38  286.58  2872.87  48.00  1.48   \n",
       "\n",
       "           XAU=    GDX     GLD  \n",
       "min     1051.36  12.47  100.50  \n",
       "mean    1349.01  33.57  130.09  \n",
       "std      188.75  15.17   18.78  \n",
       "median  1292.61  25.62  124.00  \n",
       "max     1898.99  66.63  184.59  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.aggregate([min,  \n",
    "                np.mean,  \n",
    "                np.std,  \n",
    "                np.median,  \n",
    "                max]  \n",
    ").round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Changes Over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0088</td>\n",
       "      <td>23.65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.052857</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.79</td>\n",
       "      <td>3.06</td>\n",
       "      <td>0.30</td>\n",
       "      <td>3.53</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>-0.0043</td>\n",
       "      <td>-1.35</td>\n",
       "      <td>0.46</td>\n",
       "      <td>-0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>-0.487142</td>\n",
       "      <td>-0.190</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-2.44</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.62</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>19.85</td>\n",
       "      <td>1.17</td>\n",
       "      <td>1.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-0.055714</td>\n",
       "      <td>-0.318</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>-2.25</td>\n",
       "      <td>3.41</td>\n",
       "      <td>0.48</td>\n",
       "      <td>4.55</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-0.0094</td>\n",
       "      <td>-6.60</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-0.69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              AAPL.O  MSFT.O  INTC.O  AMZN.O  GS.N   SPY  .SPX  .VIX    EUR=  \\\n",
       "Date                                                                           \n",
       "2010-01-01       NaN     NaN     NaN     NaN   NaN   NaN   NaN   NaN     NaN   \n",
       "2010-01-04       NaN     NaN     NaN     NaN   NaN   NaN   NaN   NaN  0.0088   \n",
       "2010-01-05  0.052857   0.010   -0.01    0.79  3.06  0.30  3.53 -0.69 -0.0043   \n",
       "2010-01-06 -0.487142  -0.190   -0.07   -2.44 -1.88  0.08  0.62 -0.19  0.0044   \n",
       "2010-01-07 -0.055714  -0.318   -0.20   -2.25  3.41  0.48  4.55 -0.10 -0.0094   \n",
       "\n",
       "             XAU=   GDX   GLD  \n",
       "Date                           \n",
       "2010-01-01    NaN   NaN   NaN  \n",
       "2010-01-04  23.65   NaN   NaN  \n",
       "2010-01-05  -1.35  0.46 -0.10  \n",
       "2010-01-06  19.85  1.17  1.81  \n",
       "2010-01-07  -6.60 -0.24 -0.69  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.diff().head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AAPL.O    0.064737\n",
       "MSFT.O    0.031246\n",
       "INTC.O    0.013540\n",
       "AMZN.O    0.706608\n",
       "GS.N      0.028224\n",
       "SPY       0.072103\n",
       ".SPX      0.732659\n",
       ".VIX     -0.019583\n",
       "EUR=     -0.000119\n",
       "XAU=      0.041887\n",
       "GDX      -0.015071\n",
       "GLD      -0.003455\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.diff().mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.000</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.003</td>\n",
       "      <td>-0.034</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>-0.016</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.018</td>\n",
       "      <td>-0.011</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.017</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.004</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.007</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O  MSFT.O  INTC.O  AMZN.O   GS.N    SPY   .SPX   .VIX   EUR=  \\\n",
       "Date                                                                            \n",
       "2010-01-01     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-01-04     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN  0.006   \n",
       "2010-01-05   0.002   0.000  -0.000   0.006  0.018  0.003  0.003 -0.034 -0.003   \n",
       "2010-01-06  -0.016  -0.006  -0.003  -0.018 -0.011  0.001  0.001 -0.010  0.003   \n",
       "2010-01-07  -0.002  -0.010  -0.010  -0.017  0.020  0.004  0.004 -0.005 -0.007   \n",
       "\n",
       "             XAU=    GDX    GLD  \n",
       "Date                             \n",
       "2010-01-01    NaN    NaN    NaN  \n",
       "2010-01-04  0.022    NaN    NaN  \n",
       "2010-01-05 -0.001  0.010 -0.001  \n",
       "2010-01-06  0.018  0.024  0.016  \n",
       "2010-01-07 -0.006 -0.005 -0.006  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.pct_change().round(3).head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.pct_change().mean().plot(kind='bar', figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_02.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "uuid": "17ae59ff-9863-4c30-9493-22d44c0e5edf"
   },
   "outputs": [],
   "source": [
    "rets = np.log(data / data.shift(1))  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "uuid": "17ae59ff-9863-4c30-9493-22d44c0e5edf"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.000</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.003</td>\n",
       "      <td>-0.035</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>-0.016</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.018</td>\n",
       "      <td>-0.011</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.017</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.004</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.007</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O  MSFT.O  INTC.O  AMZN.O   GS.N    SPY   .SPX   .VIX   EUR=  \\\n",
       "Date                                                                            \n",
       "2010-01-01     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-01-04     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN  0.006   \n",
       "2010-01-05   0.002   0.000  -0.000   0.006  0.018  0.003  0.003 -0.035 -0.003   \n",
       "2010-01-06  -0.016  -0.006  -0.003  -0.018 -0.011  0.001  0.001 -0.010  0.003   \n",
       "2010-01-07  -0.002  -0.010  -0.010  -0.017  0.019  0.004  0.004 -0.005 -0.007   \n",
       "\n",
       "             XAU=    GDX    GLD  \n",
       "Date                             \n",
       "2010-01-01    NaN    NaN    NaN  \n",
       "2010-01-04  0.021    NaN    NaN  \n",
       "2010-01-05 -0.001  0.010 -0.001  \n",
       "2010-01-06  0.018  0.024  0.016  \n",
       "2010-01-07 -0.006 -0.005 -0.006  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets.head().round(3)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aG+jWLYVZs54gLc21zt15511At24nMeGopWu2b9/GK6+8wC233MHUqdO4/vob6devP0888XBTP76IiEiLYzHbPb43VgbKq8oYrFy+k11bDzfqObt0j2foyOQ6tU1L28ett97JpEkTuOWWOwgODgbgwgvHMHfu2+zcuYPk5K6sWPEzQ4YMY9Gij9zHjho1GoD8/HweffQB7rvvIY/FgpOTu3L55Vdy//138/HHH1GdhQs/4Jxz/obRWD5LYPDgIcya9SQZGekkJibV6/lFRERag42/p1FisjFwWCeP7VaL51p3eoXXyP76axMnn9yPqKhoBg8eyjfffOXe5+/vz6RJU/jvf18H4NdfVzJkyOlVnufJJx/h7LPPZdCg0yrtO++8CxgwYBAPPPBAtfeRkZHuEXiViY6OcWevRERExNMv3+xg7S97KCwwe2w/OgPl00iz8LwqAzV0ZHKds0WNbfnyZQQGBrFjxzaMRiNLlixizJhx7v2jR49h3rx3+e9/32DYsOFVnuODD+aRl5fL9dffWO11br75NmbOvJ0PP5xf5f7ExCSysjIrbc/OziI+Pr6eTyUiItK6zP33KsZfcyrxSeEAWMzKQDWZoqJCQkPDuOGGm5g6dRr33fcQhYUF7sHkAEajkcmTr2XNmt8YPHhIpXNs3ryJefPe4+GHn8TPzxWX/vrrSsxmz0jY19eXF154gUWLPmbv3j0AWK1WjhxxvbocP/4yvv12GVar1X3Mb7+tIjm5Kx06dGrkJxcRETnxHT3TbuG7f7g/26xHDSJviWOgmoPFYmHWrKc8xhzt3buH8PAI/v3vF/Hx8SE0NJSTTz6FMWPGubNSCxb8D4D335/LNddM5eGH7ychIYEPPpjnPs/69et46aVX+eCDeezcuZ1Vq1YwZMjpREVF8fjjz/Doo/cDrgBp8eKPee652XTrlsItt9zBK6+8QHh4BOD6YTzyyJPHq0tEREROKEdnmSpqqll4hqOjtibmbO2rS4NW2Qb1QRn1g4v6QX1QRv3gon6oXx/k55qY99pvHttumnkmADu2HOabJZvd2yfffBqh4YF1vYdqoy29whMREZETmrmk7hkoVSIXERERoeoAKn1/LgAO+9GVyFVIU0RERARTsaXStm8/dU0EqzQGShkoERERETiSXv1YqaMzUHqFJyIiIgIcSs/HYIBLp/SvtM/uOGoMlE8LLKQpIiIiUl8FeSWEhgcSlxjm3laYb+atF37GanFVIj/tzC506BLdaNdUAAVkZmby/vtzCQsLw263s2/fXpKS2nDjjbewePHH7NixnaioaA4ePEBsbBw33TTd4/iPPlrAW2+9xg033MT48ZcDsGLFz/znP68yYsRZXHvtDc3xWCIiIi2aw+Fkz/ZMigstHsFTmYrLuMQnhRETH9po1271AZTFYmHmzDt54olnSUhIBFyVwR999H6Kigp5883X+PTTbzAYDNhsNl544dlK55gwYSKrVv3C3LnvcNJJ3enTpy+nn34GP/zwnYInERGRJrJxbRorl+8EICjYWGNbX7/GHbXkVQFUzoFvKM7dXHvDegiO7ElU23Or3b9y5c8kJia5gydwLdvy+OPPYrFYcDqdLFgwj1GjRhMZGcndd/+zyvPExMQyadIUHnnkft54450qFwQWERGRxpN1pMj9OSjYv8a2oWEBjXrtVj+I/ODBA8TExLi/Z2SkM3fuO9xzzx1kZWXy8stvsGNHKpMmXcpNN03l119XVnuuU08dwMSJk3joofuw2aov6iUiIiINFxxaHjQF1pKBCmnkAMqrMlBRbc+tMVvUFNq2bcfmzZvc3xMTk5g8eQqXXnoRJlMxXbp05cEHH8Nut/Pjj9/zwAP3sHDhZ0RERFZ5vgkTJrJ9eyr//vdLx+sRREREWiWbpXyMk9Hft9p2/YZ0wGBonNl3ZVp9BmrIkGGkp6eTnn7QY7ujdNrjU0/9CwBfX1+GDz8To9EV7ZpMJnJycqo851133cemTRv4/fc1TXjnIiIirVtxUXkBzYDA6nNCpwxq3+jX9qoMVHPw9/fnmWdeYN68dwkLC8PhcJCWtp9Ro0YTFhZOfn4es2c/T0hIKOnpB7nppulERESycOGH7Nq1g7vv/ieLFn3Ezp3b+eabrzj33PPx9/fnySdncf31k5v78URERFqsokIzAAltwknp7RrLfOmU/nz8zu8e7WrKTh0rg9PprL1V43G29tWlQatsg/qgjPrBRf2gPiijfnBRP9TcB3abgy8+3kjanhwiooK4ctrg8n12B2/M+smj/U0zzzzWe6j2vV+rz0CJiIjIiaFsXbtDB/NJ2+MaRnPWhd092hxdaXzIWclNci8KoEREROSE8M7sFRiNvpx+Tlf3tqR2ER5tDAYDPr4G9xp4Jw9s2yT3ogBKRERETggWsx2L2e4unlkdX18fHHY7HZOj8fFpmvlyCqBERETE69ls5SULCvNdg8fPG9uryra+vgZCY4O5YMLJTXY/rb6MgYiIiHi/kmJrpW3Vza6z253kZBbTlBPlFECJiIiI1zNVEUD5GasOoKylBTYL8kqa7H70Cq/U4sUfs2PHdqKiojl48ACxsXH07z+QOXNmExsbS48evTh0KIM2bdoyYMBgXnxxFgCPPPIE7dq158svP2Px4oVMn34nvXv3aeanERERaVmqCqCMxprzQD6+TZcnUgAFFBUV8uabr/Hpp99gMBiw2Wy88MKzDBp0Gt988xXdu/dg/PjLcTqdTJhwMSNGjOSRR57gxhuvw9fXFf1mZmby0EOP0bZtu2Z+GhERkZanpNhSaVt1GagywSE1r4/XEF4VQH25/wgbswsb9Zx9okMZ1T6uxjZGoz9Op5MFC+YxatRoIiMjufvuf1ZqZzIVY7VaCA0NJS4uniuumMTTTz/O9Ol3EBgYqOBJRESkidTnFV7fge3Izipushl44GUBVHPx9/fn5ZffYN68d5g06R3at+/INddM5bTThgKwatUKcnNzyc3N5Z//fIS4uHgAJk6cxPLl3zJnzmxmzXqx+R5ARESkhTOZ6v4Kb+jZXavc3pi8KoAa1T6u1mxRU+nSJZkHH3wMu93Ojz9+zwMP3MPChZ8BMGTI6Ywff3mlY3x9fRk6dBgmk8n9Kk9EREQaX1Wz8Gp7hdeUNAsPSE8/yFNP/QtwBUXDh5+J0ejfzHclIiIiZUxVjIE6etmW48mrMlDNJSQklPz8PGbPfp6QkFDS0w9y003T2b59Gzt3bicvL4+OHTszYMAgj+M2b97E+vXrsFqtrF//J337ntJMTyAiItKyVZWBMhgUQDWr8PBwnnrq+Sr3/fe/86o9rmfP3sye/VpT3ZaIiIiUMhVbCQox0qd/O1b/tLu5b0ev8ERERMT7mYqtBAX74+PbfFmnihRAiYiIiFcrLrJgMdvw9TXg24SlCeqjQa/wUlJS7gY6AZlAN2BqamqqqRHuS0RERASAVct3AnAko5DuJ5/gGaiUlJRE4D5gempq6sNACDCusW5MREREBCAsIhCA5O5xNOO4cQ8NyYMVAxYgvPR7KPBXg+9IREREpAJDabmCXv3aNOvMu4qO+RVeampqfukrvA9SUlLSgTRgR23HxcWFHeslWxT1g/qgjPrBRf2gPiijfnBRP5T3gdHPVTAzLj6M4OCASvubwzEHUCkpKacAdwOnpqam2lJSUp4HHgLuqem4I0cKjvWSx8WPP37PihU/kZCQSFZWJhaLhQceeJTNmzcxZ85sbDYbAwcOJjc3Fx8fA1OmXM8bb7zK558vYcaMmYwZM47//OdVNm5cz3XX/Z1TTjm10jXi4sK8vh+amvrARf3gon5QH5RRP7ioHzz7ID/PNby6sMhMRFQQHZNjOKl3QpP3UU0BWkMGkbcFslNTU22l39OBDg04n1d49tnH+fDDJYSEhALw9NOPAa6aT/369cdkMjF16jQAbrnl72zdupl7772fvLxc9uxx1aUwm808/vizhIeHV30RERERqTOrxQ6A0eiLr58PF0zo08x31LAA6ivggtLMUy7QG7i9ITfz4fIdrNl6uCGnqGRg93guG1n3RQWjo2N4993/MmHCROLi4pk588Eq29lsNnJzc4mIiATgnnvu55prJmKz2Rg58hwFTyIiIo3Eai0NoPy9Z93ZhoyBsgP/aMR78QqzZs3mf/97m+uvv5ro6GiuuGIyf/vbKPf+TZs28NZbr5Ofn8fVV19Hz569AYiMjGTy5Cm8997bTJvW4rpFRESk2dis5Rkob+FVS7lcNrJrvbJFTSExMZG77rqPGTNm8scfa7n//rtJTu5GcrLrvnr3Ptn9Cq+i4uIidu7cwYABg3jhhWd48MHHjveti4iItDjmEisWix2DAa+pQg6qRO6Wnn4QgNtuuwlwLVDYv/9A4uMTsNlsNR0KwNtvv8nUqdOYMeNeNmzYwPLl3zbp/YqIiLR0pmIL7768kkMH8jH6+3pNCQPwsgxUc3E4HEyfPo2XX36dsLBwnnvuaaKiosjMzGTkyHNJSenO1q2bWb9+HVarlR9++I4zzzwbgOzsLN5772327duD0+nEaPSna9duPPfcU+Tn53HJJeOb+elEREROTAV5JdjtTgAcpf/vLQxO53G9IWdrn5YJmp4K6oMy6gcX9YP6oIz6wUX94OqDdWv28umCDQDEtwlj/NX9j/c9VJvy0is8ERER8UrmEtcQmvg2YZxzUY9mvhtPCqBERETEK1nMrtl3vfu1JSIquJnvxpMCKBEREfFKZRko/wDvG7KtAEpERES8ksXsCqACAhVAiYiIiNRJWQDlH+A9BTTLKIASERERr1SQXwLoFZ7Xmz37eUaMGMw333zl3vbjj8u57rpJrF79Ky+99Dxnn306H320gDVrfuOGG65m0qQJ7NixnQMH0rjllr8ze/bzFBUVNuNTiIiInPhsVjtpu3MIDvEnJCyguW+nEu8L6ZrRrbfOYNWqFe4FgsG1uPD48ZcxaNBptG/fgWXLvmDChIkAtG/fkalTr8Jms+LvH0G/fv2rXOZFRERE6ifzSCE2m4OT+sTi6+t9+R6vCqAW7fiMdYc3Nuo5+8X3YVzX0XVuf9FFY1myZCGDBp0GwPLl31a7OHBiYiLTp9/JY489xIABg7j55tsa5Z5FRERau6ICCwAhof7NfCdV876QrpldcMFFrF79K1lZmRQWFmI0+hEYGFht+/PPv5CAgEBsNhsBAd6XYhQRETkRFReZAQgKNjbznVTNqzJQ47qOrle2qClERkYydOgwPv98KSEhoZx77qga269a9QsjR57DBx/M58wzz2bgwMHH6U5FRERObOt+28e+HVlcMOFkjP6umXZOpxODwUBxoSsDFRikDJRXS08/6P588cXj+PTTxezYsY1u3U6q9picnGzWrl3NpElTuPfe+3nyyUfJz88/HrcrIiJyQrPbHRzYk8PB/Xmkp+UCsPh/6/hq0SYAiopcAZS3ZqAUQAEOh4Pp06e5g6hTTx2Ar68fvXr1drex2WwsXPghZrOZRYs+Ys2aX3nwwZlER8cArsHmvr6+PPjgTDZtatxxXCIiIi3Nlj/T2b87B3At2WK12ElPy2PP9iyKiywUF3r3KzyD0+k8ntdztvbVpUGrbIP6oIz6wUX9oD4oo35waQ398POy7Wz64wAA7btEc9qIznz09u8AhEcGkp/rqgF13e2nExDYPEFUXFyYobp9XjUGSkRERFqHskHiAPt3ZUOFhE5Z8NSmQ2SzBU+1UQAlIiIix01hfglz5/xaaXvZ67yKRl928vG4pWOiMVAiIiJyXDgcjiqDp4rGXHkKYRGu8kHHeZhRvSgDJSIiIsdF2au56ky8YRBRMcGcPbo7edkl+Bm9bxHhMspAiYiIyHGxd0eW+3NiuwguvqIv3fskurdFRgcBkNQ+kjPO6Xbc768+lIESERGRJpedWcT61fsBuHLaYCKiXMHS5j9dJYRCQv0xGKqd9OZ1FEABmzdvYs6c2dhsNncl8YKCfGJi4ti8eSP79+/jH/+4jSFDhpGWtp9///tFQkPDuPnmW/nppx949dXZnHPO+URGRrJnzy4GDRrCxRePbeanEhER8R4fvLnG/blsjBNATlYxAJExwcf9nhpCARTQs2dv+o+RaoIAACAASURBVPXrj8lkYurUaQDk5eWyd+8eYmJiWLnyZ4YMGQZAu3btOeOMM0lMTCIqKpoxY8Yxd+7bjBt3KV26dCU/P5+xY0cxevQYfHz0hlREROToweA+PuWZph4nJ/HLtzvoO7D98b6tBvGqAOrIRwsoWLum9ob1EDZgIHETJtbrmKysTBYvXsjUqdNIS9tfr2Pz8nKJiIh0B0/PP/8MBw6kebTx9/fl/PMv4swzz67XuUVERE5EDkf1s+l6929Lcvc4gkMDjuMdNZxXBVDN7Y8/1vLSS89TUlJCbGxsvY797LMlAGzZ8hcvv/y6e/uMGfdWatsaKsyKiIiUqZiBat8l2mOfwWA44YIn8LIAKm7CxHpnixrTqacO4JZbbsdqtXL48CEAgoKCKCnxnHZpMpkIDvZ8Vzt69Bi6dOnKk08+yurVvzJ27KUAzJr1JGlplTNQo0aNYeTIc5rwaURERLyD0+H6/7YdI7ng0j7NezONxKsCKG9hNBqJiYnl99/XkJzcle3bUzGbSwgIcA1627p1M3/726gqj73uumncfPNURo0aTWBgIHff/c9KbZSBEhGR1qQsA+Xn5+sx/ulEpgAKV0C0fv06rFYr77zzJgBmsxk/Pz+mTp3GVVdN4e67bycpqQ12u52BAwcTFhYGuF7dFRYWsnTpJ1x99XUkJiYyZMjpPPXUo0yZcgOdO3dpzkcTERFpdmUBlKEFza0yHOcy6U5lXpSBAvVBGfWDi/pBfVBG/eDS0vrBVGzhndkr6XxSLOeP612nY7yhD+LiwqpNl7WgWFBERES8UVmu5kQqlFkbBVAiIiLSpMredrWk8ogt6FFERETEGzlL60ApAyUiIiJSR3qFJyIiIq3O0vf/ZPH/1h3z8eWz8FpOAKUyBiIiIlItp9PJgb25AFgtNoz+9Q8dHO5XeI16a82q1Weg5s17l5EjT+df/3oQgB9/XM61117Jl19+BsCaNb8xevQ5WCwW9zG//rqSKVOu5K67bmX37l3udlOmXMm8ee8e/4cQERFpIrlZxe7PRYWWGlpWr3wQecuJoFp9AHXVVddw4423sG/fXmw2G3l5ecyYcR+jRo0GYNWqX+jcOZkff1zuPua004bSrdtJDBlyurtQ5sCBg+nW7SSuuuqaZnkOERGRY1FUYMZud1S7f9/ubPdnq8V+TNcoW8qlJY2B8qpXeCuX72TX1sONes4u3eMZOjK5xjYTJkxk5cqfeeaZx0lO7krv3q51enJysomOjmHChCv48MP5nHvu+XW+7uLFC/nppx8qbe/VqzczZ95Vr2cQERFpCocO5rPovT8AuOLvg4iM9lzn1W53sPK7ne7vxxxAOVveLDyvCqCai8FgYPr0O7nmmom89trb7u3Lln3JBRdcREREJLNnP8++fXvo0KFTnc55ySXjueSS8U10xyIiIg23c0t50iLzUCHfLNmMj4+BsZP74ePjw86tRzzaWyy2ep3fbnPw2YcbCA4xAi1rDJRXBVBDRybXmi1qKkuXLuLvf7+ZJ554mLffnk9AQAB//rmOwsJCANq2bceSJZ8wffodAAQFBVFSUlLt+T755GN++GF5pe29evXm/vvvbZqHEBERqaPd2zNZvybN/X3rhnQyD7n+5uXllBAVE0xejgmAqNhgcjKLa8xA5WYXExTsT0BgeWixZX06B/flur9rFl4L8+WXnzF06BkMHjyE1NQtvPLKi4wYcRYXXzyWIUNOByAjI53rr5/MtGn/wN/fn+TkbqxY8bN7zJPFYsFsNrvPOXbspYwde2mzPI+IiEhNnE4nyz/b6rFt/+4c9+ct69MZclYXMg+51qLr3C2WnMx91QZQ5hIr77+xmvDIQK668TT39k1/HPBo15Je4bX6QeTz57/HRx8tIDjY9d63R49eLFmykFdffZmMjHR3u7179+B0Onn++acxm0sYNWo0UVFR3HPPHTzzzBM8/fRjXHnl1c31GCIiInVWYrJiMdsICjZy2lldKu1fv3o/2zcfZs/2LACiYkMAsJirDqCKS2fn5eeWv5nZujGDnAoz+KBlLeXS6jNQV155tUfgM2nSFCZNmlKp3eDBQ/j88+88tt1330NNfXsiIiKNrjDf9caka494EpLCq2yz/LMt7s/BIf4A7Nx6mFMGt6/U1lRsdX8uMVkJDDLy/edbK7VTBkpEREROWGVjncKjgjD6+1bZpmz5lVHje+Mf4GpzOL2gUmDkcDhZMv9P9/cjGQU4nU53zadh53R171MAVSrF5ZGUlJR7U1JSvkhJSRnUWDcmIiIijS/zUCE/fJkKQEKbcELCAjz2BwYZPb537BrjEfhs3ZjB/gq1oXIyizzaf/3JX5hLbDgcTjomx5DUPrKxH8ErHHMAlZKS4gv8H/Cv1NTUZ4CpwO7GujERERFpXDarnY/eXguAn58PCW3CCQouD5iM/r4MHtHZ/f2kXgkYDAZiE0LpkBzt3v7ZBxvYufUwhQVmFpbWkSpjtdjds/fCIgLcJQzANZuvpWjIGKiBgAGYnpKSEgxkAf9plLsSERGRRrd1Y4b7c1hkIOB6rXbe2F78uXo/I847yT0+CiCodOyTwWDgwgkns2PLYb5ZshmAHVtcAZTdVl7F3MfHgMPhdBfnDIsIJLA0QItNCKVbz4SmfcDjqCEBVEdgCHBFampqXkpKyv8AC/BOTQfFxYU14JIth/pBfVBG/eCiflAflFE/uDRmP5iKLWzZkM7Py7a7t3XsHOO+RlxcGIOHuWbjHTqY724TnxDmcR95WSb3512pmYSFBwFw4aUn0+PkJDas3c+ypZvdbTolx5KQEMHMJ0fh6+uDr1/9Xnx582+hIQFUPrA1NTU1r/T7L8CZ1BJAHTlS0IBLtgxxcWGtvh/UBy7qBxf1g/qgjPrBpbH7Ye2KPaz5eY/HNifOKq9h8IPEtuFkHMjHafBsYyrxXEx4/Zr9AIRHB1JUbMbvqAHpIREBx/wc3vBbqCmAa0gA9RsQk5KS4puammrHlZHa1oDzNZvMzEzef38uYWFh2O129u3bS1JSG4YPP5M5c2Zjs9kYOHCwu1Dm5MnXEhYWxrx57/LWW29w5pkjeeihx/jxx+W8886bXHbZle7FiEVERJpbTmZ5PaaAQD8iooM45bQOVbY1GAycP743m9cdpFPXmDqdv2wgenCov3vbldMGYTRWPcOvJTjmACo1NTU7JSXlXuDFlJSUI0Ac8K9Gu7PjxGKxMHPmnTzxxLMkJCQCYLVaefTR++nZszf9+vXHZDIxdeo0AFatWsFtt93IG2+8y1VXXYPR6M+yZV9is9nIy8tjxoz73IsRi4iIeANDhTdnI84/ieTu8TW2Dwr2p//pnSptj40PJSY+hKzDnjPvygKlsnpRAKFhgcd+wyeABhXSTE1N/QT4pJHuhZwD31Ccu7n2hvUQHNmTqLbnVrt/5cqfSUxMcgdPAEajkccff7bK9kOGnM7bb/+HtWtXc9ppQ5kwYSIrV/7MM888TnJyVwVPIiLSrBwOBz9/swOnw8kZf+uGr68PlhLXIsCdusXQoUvdskpV8TP6ctl1A7FabLz5f78AngsEB4f607VnPDaLvd7jnU40Lfvp6uDgwQPExJT/mDIy0pk79x3uuecO0tMPVnlMYmIShw65ZjIYDAamT7+TL7/8jN69+x6XexYREalO2p5cNq87yJb16fzwhaveU3GRFR8fA+eP611t4cz6MPr7cfnUgYRHBnLOxT3d2w0GA+de3JNRl7b8ZIJXLeUS1fbcGrNFTaFt23Zs3rzJ/T0xMYnJk6dw6aUXYTIVV3lMRka6R8Zq6dJF/P3vN/PEEw/z9tvzCQxs2WlLERHxXoUF5evRbfvrEGdd2J2czCKiYoMbtRJ4dFyIx8LBrU2rz0ANGTKM9PT0Stkmh8NRZfs1a37FYrEwYICr6PqXX37G0KFncPXV19GlSzKvvPJik9+ziIhIdUyFnjPlDu7LxWZzEBMf2kx31DJ5VQaqOfj7+/PMMy8wb967hIWF4XA4SEvbz6hRo8nLy2P9+nVYrVbeeedNzGYzNpuN2bNfxc/Pj/nz3+Pbb5dxxx13A9CjRy9ef/3fBAYGcsMNNxIQoEyUiIgcX1lHPAd4f7pgPQDtOkY1x+20WAZn2WqBx4ezuWs6eANvqG3R3NQHLuoHF/WD+qCM+sGlIf0w77VfsVjs9Onf1qP20433jjihFvP1ht9CXFxYtR3W6l/hiYiItBTmEiv5uSVERgfRd1B7TjvLVV38lMHtT6jg6UTQ6l/hiYiItBQH9uYCkNQuEqPRl36DO9BvcNUFM6VhlIESERFpRL+v3MvcOavIzzXV3riRmYqtgGuGnDQtBVAiIiKNJC+nmNU/7aYw38zS99dzJKOA5Z9vxVxibbRrWC12tm5I50hG+fggu93Bji2HSd/vykAFBhkb7XpSNb3CExERaSRrf9nr/lyQV8K3n24hN6sYX18DI85POaZzOhwO9u/OwWK2kdAmnJ+/2c6+ndnu/RHRQeRle2a7goIVQDU1BVAiIiKNwG53sO2vQx7bcrNcBZkL8s3HfN7VP+1h3a/7qt1/dPAEEBEVdMzXk7pRAAVkZmby/vtzCQsLw263s2/fXpKS2jB8+JnMmTMbm83GLbfc4bHO3ZIli3j11dmcc875REVFkZmZyYABAzn77L8145OIiEhzKS4tYBkRHcTIC7vzydx17n1Wi+2Yz3tgb06lbV1S4tiVesT9/eyLevDdp1sAiIkLwT9Af96bWqvvYYvFwsyZd/LEE8+6l2exWq08+uj99OzZm379+mMymSotEjxmzDjmzn2bceMupUuXrtjtdh5//GEOHz7MFVdMao5HERGRZlRc5AqgOnWNJaFNuMe+7KOKW9ZHVfUaBw3vxKlDOmC12ImOCyEwyIi/vy9ZR4roO6jdMV9L6s6rAqgv9x9hY3Zho56zT3Qoo9rHVbt/5cqfSUxM8ljbzmg08vjjz9brOr6+vkyZcj3Tp09TACUi0gqVZaCCQ/wr1VyymO04HA58fOo3d8vhcJCXU+KxzT/Al8joyuvadeoWS6duscdw53IsWv0svIMHDxATE+P+npGRzty573DPPXdUWh+vNomJiWRnZ2G1Nt5sCxER8X5Op5OvP3EtTB8c6g/A2En9PNrYbVWvsVrTOTMPFWIx20jpneDe3rVHvIpiegGvykCNah9XY7aoKbRt247Nmze5vycmJjF58hQuvfQiTKbiep0rIyOD6OgYjEbNfhARaU1MRRbK3rT5+LiCm8R2Edw080y+/mQTu1IzsdkcGP3rfs4V3+1g49oDAKULAbsGqLfVmnZeodVnoIYMGUZ6enqlbJPDUfV/KezcuYO1a1dX2u5wOHjvvbeYOPGqJrlPERHxXmXjnwDadoz02Ofr5/pTW98M1Pa/Drs/d+oWy6AzOhEWEUj7zgqgvIFXZaCag7+/P8888wLz5r1LWFgYDoeDtLT9jBo1mry8PNavX4fVauWdd94EID39IH379uOzz5ZQWFjI0qWfEBkZxZEjhxk8eCh/+9uoZn4iERFpCml7cvjtp12ceX4KDoeTZYv/IjwyiFHje1NUOv5p0PDOBAV7pplKSquDf7t0C117xtP71LYUFZoJCvZ3Z6uOZrPZKTFZadMhkouv6IvBYKD/6Z3of3qnJn1GqbtWH0ABxMbGctttM6rc169f/2qPGz16TFPdkoiIeIm/1h3gp6+3u78vmf8n5hJXWYL83BLe+/cq+g5qD0BYRGCl48vWp0tPyyM9LY/YhFA+mbuO/qd3ZNAZnau8Zlk9qZDQygPSxTu0+ld4IiIiNakYPAHu4AnAz+iDucTG6p92AxAZXUUBy6Pin81/pgPw+wpX1XKn01lpqZevFrvG5sYfVQ5BvIcCKBERkQrsdgd7d2bhdDor1WA6c1T5ciyx8aH0G9zBY79rsLen/kM7enwvyHOVJRh+XjcsZhuL563jvy+uYOn7f5JxIA+n00lhaeXy3qe2bZRnksanAEpERKSC31fs5YuPNvLnb/spKihfgqV7n0S6n5xISu8EQsMDOPeSnpiKrR77fX0r/1k9OoDKy3HN8N70x0E++d86MtLyAdervk/mrsNidmW4OnWNqXaMlDQ/jYESERGpIG2Pa+mUX3/Yxa8/7AJcwdHw80/CYDAwcnQPd1ur1e7+nNwjvsrzHT2GqajANeC8uurk8177DYCAIJXE8WbKQImIiJRyOp0cOphfaXtkTHCV2aWepyS5Pye0Cav2vH0GeL6K8w/wJSQsoMq2ZWOsAoOU4/Bm+tcREZFWwWK24eNrwM/PFwCb1Y6vn49HhqjiAPGKgkOqroCZ2DaCG+8dUetMuT7927mLYgIktY+kpNhKUYGZxHbhDDkzmdwcExazjRXf7gAgUBkor6YASkREWjy7zcFbL/xCu05RnHVBCr/9tJttm1ylAlL6JDLywu4A7N6WSXL3ODp0iWb/7hwS2oaTn2uiS/fqV8moS5mBiKggLpjQhy8+2ghAZFQQOaUD1C1mO4ntIkhsF8Gu1CPuYwICFUB5MwVQIiLS4h3OKABc45t+/Hob+3Zmu/elbsygXcdIVn2/i+IiCwltwul+chLdT06q7nTHpGJGqU2HSDAY2LczG39/X/f2ipmu8MjKNaXEeyiAEhGRFi8vu3xt04rBU5nvPtvq/hwaXvXYpIaKSywfIxUSFsDAYR2xWu307FseqMXEhxCfFEaPPkm066QlW7yZAigREWnxCvLNlbZNvGEgWYeL+GbJZo/tkdHBTXIPFUsS+Af4YfT3Y8R5J3m0Mfr7Mf6a/sTFhXHkSEGT3Ic0Ds3CExGRFs9y1ODwmLgQomJC6NojnrhEz+KXvU5t0+T34x/gW3sj8WoKoEREpMUrK04ZHhlIl5Q4Lrz8ZPe+88f3IT6p/PVadTPuGpN/gF4Anej0LygiIi3a6p92s3VjBgDjrj6VoGDPACk0LIBzLu7J/NddBSybcvHeCdcOoLCgpMqaUnJi0b+giIi0WDabnd9X7nV/9/evOm9wvGa8xSaE0qlr7HG5ltSd0+lkw84sio5a1LkmykCJiMhxZTHb2L87x7XWm68Bg8FA1uFCfvlmO5dePaCRr1W+1EpoeAC+flXnDQwGA+OuPhW/avZLy7Z6y2FeX/oXwQF+PH/L6QQYax+jpgBKRESOC6fTyQdvrSEns7ykQGxCKLHxoXRIjubg/jw2/J5Gj1Mar/6S1WKr8NleQ0tIaBPeaNeVE8ufOzIBKDbbeGbeHzw0ZWCtxyiAEhGRJuV0Ovn8o42ERQR6BE8AmYcKyTxUSIfkGACyjhQ26rUrZqBqC6Ck9dibUUBIkB+xEUEAbNuf6963J6OAohIrIbVUglcAJSIiTcpitrN/V+XilRUtW/wXAAV5JY187fIMVGRM09R3khOLze7g0XfWAPDczUP54c8D5BSY6dU5msJiK3sPFfD9HwcYPbRTjefRy14REWlSGQfyPL7XVANpz44sNv6e5v5emF9CYf6xB1V2uwMAH18DF1za55jPIy3HkVyT+/Ndc1byWekkA6vNweUjuwKw+OfdtZ5HAZSIiDSpsgV0y0y4dgA3zTyTqNKMUGCwkXPH9OSqGwcDsPH3A+62c+f8ytw5vx7zte1214K9g4d3ISxCa8sJ7EjLq7QtPNjI2f3b0a19BAAOp5Mbnv2+xvPoFZ6IiDQZm7XyuKPwSNe4E2vpvvadoujaIx6A6NgQSkx1n0peG0dpBsrXt+lqO8mJZW3qEQDCgo3Y7A4euXYQcaW/SYDkNuHsPJiP3eGs8TzKQImISJMpLrJUu89Z+geqYlFJXz8fiossHrWbjkVeTjE/fb2NEpNrDJSPClcK4HA42bI3m3ZxIbx06xn8+44RHsETwIyJp9TpXMpAiYhIkzEVV59Nik0Ipagwm4jo8j9gOZlFgKt6eP+hHY/5uovn/UlxYXnwpgxUy2e12XE4IMC/+jF2JRY7NrvTPfuuKoH+fnRICCUqNKDG6ymAEhGRJlOWgeo3pAM+BgO9KyzUe/ZFPdj21yF69SvfZrM5Gue6hZ6ZL2WgWr7H3v2dw7nFvHrniGqX4ykprQsWWMtizo9cO6jW6+kXJSIiTeaXb7YDEBUTzKDhnQmu8F/1AYFG+vRvh49P+Z+isVf2c392VBiD4nTWPB6lIqfTSUCgZ35AGagTW16hGbujcnBtdzjYsDMTq81O2pFCLFYHGdmetcZMZhtzl6Wy71ABxaVlLYKqWdKnPhRAiYhIkzh0MJ/CfDMA/gF1+4PVp3874pPC8PXzIb/CdHNHLQN6K8rJLMZcYvMIoioGaXJi2bY/lztfWcH8b7dX2vfHtkxe/GgD9762yr1t9kLPWZ8bdmbx/R8HeGb+OjJzXSUxastA1YV+USIi0iQyDxW4P3foEl3n4w6nF2C3OXj/jdXubfZ6vNrLLh1HNeD0Tu5tPspAnbACjL44ge//OED2UTXBDpRWrs+t8Mr2UHaxR7bqQKarjclsY3d6PgCJ0Q0vqqoASkREmkT2EVcgM+7qUz1m2h2LsoKYtbGYbWz/6xAAYREBHtvlxJOdX8ITc9e6v6/bnumxP++oWZ7G0sWg121ztcspMLsLZYYHG92v8DolNnzdQw0iFxGRRud0Otm9PRM/ow+x8aENPl9dMlDrV+9n5fKd7u9hEYG06xRF2p4cgkP8G3wP0jgWfLedmIhAzh3QvtK+ecu2ERHqz2m9EtifbeLhN1yv5gb1iGf1lsNk5pW/1rVY7WRVWPqnTWwIg7rHs/iX3Sz/I42gQD+eX/Cne7/DCSWlAVRgDTP16qrBAVRKSkoQ8BuwLDU19a4G35GIiJzwigrMFBVY6JISi69f/bJP3fsksnVjhse2EpOV0PDqK4k7nU6P4AkgKiaEUeN7czi9gDYdIut1D9I0DmQWsWzNfgB8fQws/HEX14/uQb9ucRSX2PjuD9cyPot+2uVx3Fn92rJ6y2H2ZrheC5vMNu6es5Jis42QQD9evn044Hp9t/iX3Wzdl8vWfX96nMNktlFSuqB0YwRQjfEK73FgXSOcR0REWoj80sG6kccw1qRXhVIHZQoLzDUec/S09TbtI/D188HP6KvgyYus2JDu/vy/ZdswmW28vHAjOQVmFnxXeZA4wO0T+nJSe9e/4dZ9uRSXWMkuMLtfxyW3jXC3jQqrunZT7y7R2B1O9yu/wEaYhdegM6SkpEwGVgAnA3XK0cbFhTXkki2G+kF9UEb94KJ+aFl9kH3YNf4pJja03s/VuUus+3N4RCD5eSX4GnxqPI/FbOPux85j1oNfA3Dt9GENHnfV3FrS76HMgaziKrfP+PcK9+erL+hB907RPDt3LVMu7MnZAzt4tLVgwBhgBCApJoRbLutHXGxIjdeNiQgGsjmSZ8Lf6EubpIga29fFMQdQKSkpPYEeqamp/0xJSTm5rscdOVJQe6MWLi4urNX3g/rARf3gon5oeX2QneUKoErM1no9V1xcGEUmCxOvH8jG3w8QmxDKj19tIyuzyOM8m/44gNPppPepbXE4nHzx0UaKCsxMvvk0rFY72dlFjf5Mx1NL+z2A6zXr/kP5hAcbya+hQv3pPeMx+vky95HzOXKkwN0Pl4/sygfLd/Dgayu57oIeAJxxchJ+Tke1fXXqSXGMHd6F5aWvBvMKLSREB9e5b2sKYhuSgRoLlKSkpMwEhgH+KSkpt6empr7YgHOKiEgLULaIsJ/x2MaaRMWGMPy8kziwNwfwnEVnKrbw8zLX6570/Xns25WN1WInPDKwxnFS0ry+Xr3fo9wAQNvYEA5klge7d17WF6Nf1b+ZjgmuYKaoxMbOg65yBCFBNYcx14/uQaC/H9EVXu1FV/Oar76OOYBKTU19ouxzSkpKIBCq4ElERJxOJzu3ula8Nxob9hqtrBhmxQCqbIFgwH0dgJBa1i6T5vXh9zvcnx+8ZgBHck0M6pHAvkMFpO7LxWj0oWen6uuFpXSIJCLEn7wiC/sPu2o7VbWmXUJUEIdyTIwd3sU91umUbnEs/NE1ML1iwNYQjTELbzwwHFcG6orU1NT3G35bIiJyovp9xV727coGqPcMvKOVVTCvGEBZLVXXdAqNUADlzSJC/ckrtHDr+JPpnBRO5yRXLaYOCWF0SKh9vJfBYGB43zZ8unIPG3dlAa5g6Wj3Te7P9v259E+Jd29LrLBgdbe2DR//BI0QQKWmpi4EFjbCvYiISAuwu0KxQ79qXsfUVVkAZS4NoPbvzmb551urbBtdy0BiaV5+Pj5EhwdwSrfY2htXI6jCkkDhIf5VzroLD/b3CJ4AfH18ePOes/ht8yH6do055utXpEKaIiJSJXOJlYy0fIz+rlIADoejTmvK2SoUvQwMMjboHvxL1yzLyXTN3vrsgw0e+/38fNzXi45TAHW8lVhsLPhuO3vSCxg7vAt9u1YfHBUUW0hqYJBbcQ27kEC/SuUrauLjY2BI78QGXb8iBVAiIlKJw+Hkk7nryCmddn5S7wR2bj3CeWN70TG5+v+CdzqdlBSXDxSOjK78iqU+ygK2vBwTpmILfkYfbFZXwPS3S3qR3D2Oj95eS+ahQhLaNHx5DqmbohIrIYFG/vPpZvfyKi99vIGxZ3TmotM7u9s5nU6W/LKbxOhgLDYHYcENC6iDK2SgbHVc3qepKIASEZFKfv1+pzt4Ati2ybW+3NYNGR4BVHGRhR++2MqQs5KJig1h49oD7kHe543tdcyz8KpiKraS0CacA3tzuXLaIMIjXcHZqEv7YLc5CArWci1N7XBOMQ+8+Rs2u5Nxw7uwbnsm7eJCSCtd9/CTn3cTGRrAGX1dxVBT9+WydMUe9/HhDfw3Cqjwe7JYFUCJiIiX2Vs6CPxoRy/Ku/qn3ezdmU1xkZU27SNYvybNva9LSlyj3Et8mzAOHyzAbnNgLrHhZ/QhIqq8wnloI01L9zNIMgAAIABJREFUl9rNev9PbHYnUL7cyindYjmca3IHNCs3ZbgDqF3p+R7HNzSAqvgKsLkzUCd2mVYREWkSZa/exk7qR8VhJml7cvh0wXp3dip9fy7gGi9VMXgaO6lfo91Lu45RABzcl0vmoUL3Kzw5NiXVzGKsTXGJlaz8kkrbh/ZO4v/+cTozLj8FgIxs12/j+3UH+PgHz/UJ4yIbVqcrPjKIK8/pBsBlI7s26FwNpQyUiIhUYi/NMsQmhHL9nWfg6+fD3DmrKCqwkLYnh+WfbWHUpX3IzTYB5WvflUls1zhTxaG8GGdRLevhSe3Ss4p48M3VDO6ZwA0X9SQzz8SrizfRNzmW0UM74eNT/aDsWe//WWnblFHdSSxd77BX52hOTo5hw84srnt6eaW2PgYDQ3snNfgZzhnQntN6JRLawAkKDaUASkREKrGXzmzz9fNxz3QKCDRSVOAaIH44vYB3X15Z5bHnje3VqPfiV1pLKvUv1zisiCpq/0jtnE4nD765GofTyaq/Mlj1V4Z73+70ApLbRdCrhkKWew95Ln9y5+V96d4hymNbu7hQNuzMcn9vGxvCY9cPbqQnKNfcwRMogBIRkSrY7Q58fAwe08TLqoIfrWIpgVMGt2+0sU/u85dmoEqKrSS1j2j0AK212HeoEIfTWe3+7LzKr+fANSPz+Q/Ks09Xn59C9w5R7sxTRW0rlJLomxzD1NE9G3DH3k1joEREpBK7zYGPr+frnOoCqKFnJ7s/N8WAbqN/+cyrPv3barbdMTqUU+zx3d/Ph9N6JtC9QyQABabKC/w6nU5eXbyJLaVrEvobfTjzlLZVBk8AJ7VznSsmPJDbJvT1ikxRU1EGSkREKrHbHPj6ev43dkCg5x/DwGAjl1zVD0eF2VCh4Y0fQAWHlAdMWu/u2OUVuV6/li2pcsNFPemfEs+ug/k8/t5aCootlY75c0cmv28rX2+wttIBMRGB/HNSf6Kb4HfgbRRAiYiIh3W/7vOoAVXGv0ImaNo9I9wDjgsrzMwKDW/YLKuqBIf6V/lZ6s5ktvH+t9sBuPHiXvgbfd1r0ZUVt8wv8sxAOZ1O9zFlfGsYZF6mayNOIPBmCqBERMRD6qaMKrf7GcszUhVnawVWqC4d0gSv8MIjyoOypgjQWhq7w8GaLYc5pVssgf6uP/M/b0h3728fH0pwhWxiWQBVcWD59PF9aBsbQmZeCf1T4ph2cS8+XL6DU09q3PFtJzIFUCIi4maz2ckrLU1w6tAOHvt8q1kYuOKCwUENXKqjyvMbfel1ahtwUuM0e4GNu7J44cP1ACTFBPPA1QP4f/bOOzyO+mrb92wv6r1LVrEkW+623Ds2xqYHSAg1+EsIkAJJCLypb3pCXgghkBB66I6NwRRjMDbGvRfJ6r33stKuts98f8xqpbWK5YKNYe/r0nVpZ2dmZ2ZnZ86c33Oe09Bu4c1tciZpfk6MT/AEvu7e/fzjrXwWTJItBzITQ1ApFXxzxfjPeesvLfwBlB8/fvz48WLqtCKKEhOmxjJ7UarPe6P1bV194yRsVucZNXc9Exat9N+8T0dFo4kXNhd5Xzd19PGnV49S32b2Trt9VdaQ5QRB4PpFqV5n8X525zcREaw7rw14v0z4q/D8+PHjx4+XqlK5MexwYu1RKuBJTgsn03+jvaBIkkRpXTddvXbe3VPFH14+gsksC8H/9v0FAD7B0w9umIxaNfxt//LcRO//l81M8P6/clYiRt2Xt5LuXPBnoPz48ePnEqG5s4/QAC1azdk36DWZ7QQaNCMOhR3aXQ1Adb2Jmae8ZzDKN9L45JCz/nw/54/8yg4eX583ZPqy6fEEGzXcd10OT719EoDvXDWBqekRI65LrVLyyztmotMoiQ03ct3CVPaebGaRp6edn6H4Ayg/fvz4uQQwW5387Jn9xIYb+MO355zVOtpNVh761z5yUsN54KYpo867rbqDmc09pMQEeadlTooBBMZPjD6rz/dzfrDaXRwoauHlLSU+00MDtdx99UTGJ8oB7ozMKJ68fxGl9d1MSQs/7Xr7q/IA9FoVy2ckjDK3H38A5cePHz+XAK1dsrC7qaMPq92FXjv65ftkZQftJhtLpsV7p5XWdSMhZy6eea+Ab185wUezJEkSKrUCk9ONHWhos/gEUCqVkonT/BmJi4nTJfKL5w7QNagv4B++PZuQAO2w54RBpxo18+Tn7PEHUH78+PFzCXCsbMDM8L6/7eTJ+xfiEiXcbonQYawDHvNUYuVmR2PQqeg223nu/QGB8f6CFvYXtLBsShyWZjNXXZlFqFGDyynSb6dosbk+133yc+YU1XTS1WtHqRBYNTuJKekRxIYbT7+gn/OOP4Dy48ePny84+04288G+Gp9pL24upqall3aTjd+tzSU+MsD7Xo/FTgYCfcCJinZmZUXxoyf3AHDz8gySYwL582tHAWg+0YQRgeeeP8T0WfKQTX9uwzJMaw8/Fw+TxeHVPN17XQ7TMvyeTBcTfxWeHz9+/HzBeWtnBQBr12R7vXmOlLbR7mn++svnD/LUxnycLjcA7+ysIgSBOASefa+QX79w0LuuOROj6a7uYlVWFHrAiDyEF4lA3aEGAOzI5Xa78wfMF/1cfD47Ln8/0WEGcsadXtPk5/PFn4Hy48ePnwuEyy0iCKBUjP3Ztc/mpLPHTk5qGPMnxTJnYvSwgc2R0jbu/r/PAFAC0z3Px0YgqMOKGoHFc5N56/lDWD0tO3JGeIa2AwF6NV29dnaeaPRXYn0BaO7s451dVSgEgV/dMXNEOwI/Fw7/N+DHjx8/F4DyehPf+esOHvdok8ZKQ7sFgPgIWeeiVCi4/8bRK+gGGxRkIxCEQDQCxftqvcHTYAI9rVIcCrAgkZoWzuo5yQC89GExZv9Q3kWnqKYLgJhww2kLCPxcGPwBlB8/fi44Tqebd984zp5t5Rd7Uy4YT72TD0BFYw/iaI6Up1DfKhshxkUMCIVjwvTe/++7bhIA0zIiWDM3mRnjI30CKIGhfk+Bwb795L52x3S+vnYWzSE6CpFAIbBsejyx4QYADhS2+IOoi4zNLgv6b1iSdpG3xE8//jDWjx8/FwRRlLzmjYXHGmmo6aahpps5S1L56J2T9PbaGDc+ksiYAPQGzUXe2vNLQ7vF6xBtc7i597HP+OO35xA2SmNctyjy1meVbDlQC0B8xIBIPCrUwO2rMhkXE0RyTCAvPLzMZ9mqmi62vOGb6QoM1tFrsnHrPXMICNJSnNeMRqskJMyA3qBBb9CwZGoc67aXk5sdjUat5OvL0nl8fR6vbS3lta2lQz5nLBwvb2fDjgruvTbHJwj0c2ZYHbK+TX8OJqp+RsbstPBB5Vbmx+USbYjE7nYQoBn9fPUHUH78+PncKS9qZeumQuKSQrj65inkH2nwvvfMX3d6/y88Lmt7ZsxLJjzKSFpW1AXf1s+DXz53wOe1wynyk3/u5fmHlo7YO+6jg3Xe4AkgMcr3Yr5kavypi3gJ8bRhSUoLIyBIR1xiMMlp4TgcbgI8lgfZU2KHLLdyViKT08K9ZfFhgb4B3o7jDSyaEodijP3unC43T2yQq8Z+8dwB/vWjxefkov5VpavXzpYDchWmf/ju82Fdydscbc1jZ8NeABSCgt/P+zmRBI64jP+b8OPHz+dORXErAI213Tz9l89OO/+RvfLN4p6HL/0Aqt1k9f7/h2/P5mhpG299Jjdt/dGTezBZHNyyYjzXLsvwWa66qcf7/yPfnYtaNfbAQ3SLAAQF61m4cmC9mtPcfAVB8PEUCgvy9Zd6eUsJATo1M8cQ2DpdIt97fJfPtANFLbyzq5LMpFDiIow0dVj41hVZZ7RvlwqSJHGyqhOXS2RfYQtXzk0mKXrkm/Gp2BwuNu6sZHxCMC9/VILLLQ/76vwB1HlHlETy2wuHTNvXdJD0hGtHXM7/Tfjx4+dzRZIkGutMQ6YHheiYf1k61WUdhEcYObi7iqxJseQdrr8IW/n5UVLbDcDXl6UTG25k9RyDN4AyWeRhvde2ltJrc9HX5yAxKoCFU+II9+iUvnvNRCJC9MOvfATcngBKqRpbpmgkhst2FFZ3jimA+uRwHU6XZzsUAm5R4qUPiwFZU9VPRLCO6xdd+roeSZJ8sokbd1b6eHfZHC5+dNPUEZd3ukS2Hq4DYPWcZF54r4AP91b7zLMqN4nI4JGHff2cOa19bWws/wCn6CI1OIX0kHF8XPMpAO9VfsRts/wBlB8/fi4C1j4H+z+txNbnZNz4CES3RE1FBzq9iq/dMQOdXk1KegSRkYFMmpWAJElfmgBKFCU+O9HIZs9NNCspFJCzPH/57lweenqfz/zv7qr0/j85PYKPDso305RB/cnG/NmebIVCeW51QoIgsGRqHDuON3qn7TjeSH5lBytnJTEtI4Kn3j7JrOwob9VeP/3BIcCtK8fzn1P6tvXz/t4arl2QOmJz40uBhjYzf3n9GAsmxbJiViI6jXKI8anLE0wOh93h5pE3jlLV1AvAhh0V3vfGJwQTFWogNzuKnFS/99P5QJIkns57kQpTDVbXQIZ4VcoyJoZncXXqKr736UOnXY8/gPLjx895pbnBRGe7hfSsKD5+p5BGTwYmc1IM4zIikCQJl9ONWjP08jOSHuhU2lt6KS9qI3dRCooz8FS6kOw92cwrH8lBQ4BeTWLUgAg8clBGac3cZIpru6hoGBiye+Afu73/B+rV3v9bGns4sqeGmooO5i5NY+rsxGE/u+RkMyBnfs6V21dlsWhqHHkVHezOa6LdZKOjx84b28o4VNxKTUsvNS29bNhRwa/vnEVyjDxM1TmoV9uMzCje31tNR4887fEfLOD+Jwb2sbPXRkTwmWXZvkgUVndhtjrZcrCWLQcHdGvLpydwy8rx/Or5AxTXdtPUYRm27crg4EkQoL9Ic/WcZH/V3XnALbp5t3IL8QGxpAWPo6CjmJMdxT7z/H7ezwjVyU2YBUHgnsnf4vXit0Zdrz+A8uPnDKht6aWwuoul0+L9YthhaKztZtPrxwE4uqcGu93tfS8mXs6kCIIwbPDUz233zuGVf+4Hhg6LdLZb6Gg188m7ck+3WI84+otGn83JC5sH+s7dtTp7SIZFACTA7nSzZGq8TwA1GJ3nPKup6GDz+nzv9H2fVjB1diIWsx2DUYMgCDjsLnZ8WEJFsdw3T2dQD7vOMyUlJoiUmCCOlbV73c8Byht8h2YPFLWQGBWAzeHisEf3FhdhJECvxi0OWDcEGTQ89M1pbNpdRXFtN43tfZd0AGW1D98z8DJPa5xl0xN4+aMSXvigiJ/dNoPePic7jjcwd2IMwUaNN3j67dpcEiIDOFDYgsXpZv6E6Au2D19mijpL+aR2ZO3lgzO/5w2e+smJyOaPC34x6nr9AZQfP2Okz+bkj68cweESqWw0ca/Hf8fPAKaugXR4b89ABmLxqvFjtiYICNIRnxxCQ003oiihVA4EHh+/U0BXe5/3dUer+QsZQL36can3/5Eq7b5/w2Sefa+QpdPiiQ038unxRiobhmrFBEGgo9XsEzz18/ozBzB1WsmcFEP25Bh2bCmlu2Pg+EyYen4dxE9XQn+0tM2ncjA23MDv/99sANLjgzlc0sYcT1CQmRTKmnkSxbXHeXz9iVErEs8Uq93Fhs8qmJYecUGGvbrN8rn+tcWpXn3b/TdOITpU9tGaOzGGlz8qoaKxh3se+4zwIB1NHbKzeIKnh6FGrfD+P3tCNJGRgbS19X7u2/5l4pPaz5AkiRXJS3ymf1C1ddj5/2/Rb3C4nQRrz3yYHPwBlB8/o7I7r4nGdgvXLBzH0dJ2HB4dw+GSNqx2l7+k+BRUank4bfAwBJz5jVzlaVMhukWUHh2PxWz3Bk/GQA2WXgetjRf2BtNusqIQhFH9m2wOFweL5OzLb+/KHTEomJoewVMPLPK+josw4nS6SY4OZHd+EwmRRmZmRWG3udj1cZl3vsWrxtNrsnF0Xy2mTjlgLclvpiS/2Wf9Gq3Ke+zOF8Od71fMTuKGJWms/cuntA4KoMHX9PHOK7KYkRlFbvaAAD0zceCp/3h5O5v31/A/d84+a4dnu9PNPY8OZBqOlbbx2PcWnOXafBFFiY8P1bFhRwWiJBEbbuB3a2djtjq9GaQl0+JZMzdlyLJajZLk6EBqWnpxOEWaBgW59W2yUepoAnM/Mk63k6fzXiJIG8gdE74ByP5N71Z8yNzYXN4u/wCAZYkLUSqUdFg7efTIU5gcQ68Td0z4BnqVHr3q7DOf/qu/Hz/DIEkSv37hIPVtchuNwbqGfn7w9108+cAitGr/UF4/LqccYM5akMLBXdUA5Ew/8yxIv/j50O4aouOCSEoL4+UnZdF1amYkK6+dwCtP7aO1efhhr7PF2ufgw7dO0tFq5s4fzEft+W4lSeI/W4rZeaKJpKgA/veuXLrNdvYXtFBc28V3rpqAQScPlxXXdCNKEjOzokgYpHs6HQ/dPou2tl5EUeKWFePRapTYbU5eeHxAK7TmpkkkpYZ7h+iGY9LMePIPN7B0deZZHoWR0Q3KQH3riiy2H21gZlbUsEHigkmxTMuI9L426NTMPmVISqVUkBQdQG2LmX+8JWfY9uY1smDi2Q1dPXyKML/b7BgyDHy27Cto5r+fDjjnN3X08efXjnqHMVVKBYZRHqjuvCKL37x0yPt66bR4MhKCeea9QvRaJRkJwee8jV923q74gOIu+WHiynGXo1dp2Vy1lT2NB9nTONAw+392/46bxl/DgZajPsFTpD6cNmsH35/6bbLCMoas/0zxB1B+Lkle3lLM/sIW/vLduQR+Dq7Vje0Wb/B0KqlxQVQ29uAWJf782lF+fees8/75lyoup6x5Chwkkp63PP2M19OfgTrhqUSbPDPB+96sBSkIgoCgEDD32Kmr6iRxXNi5bDYgC7Q3vnzU+7q6rJ0Mzw3/3+8WeLNKS6fHs+VArc/N9HuP7+LuqyeSX9mBzeMYvWzayEaXo6FQCF59XXVZh3f6tbdMJdaTsUlOCyMxNYxxGeGkZUWx79MKJs9MQKEQCA7Ts+Cyc785DEf/w4JBq2LhlDgWDmoy/OOvT6Wopot5OTEEGTUE6Memv1oxM5HnPxjQi5XUdJ1VACVKkk/lXz+F1V1MPMfzo6C607uNSdEBXLsglSfeyvPRgBn1qlEDteSYQP56zzwe/Jds1JibHUVmUihJ0YHotaMv6wc6bV18Vr/X+7q8u5I3SzbiEIe2GLK4+nix8A2faX+c/wu0Sg1O0UWgZuiDTf2jj9BXVEj8Az/BODFnTNv0xSxf8eNnFNq6rew43ojN4eahp/fRM8xF81wZnGL/2W0ziPIEBJEhOq5dOM77Xk1zL3ane8jyX1X6S7W1OhVXfn0yX18766yGkbQ635tvv7XBtbdOIyxSrmLqF2XnHTo/tge1FR0+r3cea0SSJCw2J4c8gugFk2NJiQnyCZ76+fe7Bew92czRUjk7NO4s7AdOZb9HTzN9XpI3eAJQqZVcedNkJk6LR6dXs3R1FuFRAYRGGD/XqsToMFnTE+PpkTeYiePCuGFJmlc0PlaiQgeC7egwwxn/niRJYtuRen7rye58bXEq9984hSvnpQDw6scluNwjWwicDlGSePTN497X//utXKZmRHDfdZNQqwaO9Vjc2cODdWQny3YW/edHXISR0EDtaIt95RElkSePP+cz7eWidUOCpyUJ87km9Yohy980/lqCtUHoVLphgyfRbqevSDbSbH7h2TFv15cqgCrvrqKlb+TUtp9Ln7Zuq49/js3hZnd+0xk1Zx0LjR1y9umHN0wmPT6Y3397NlfNS+Gu1dnkjAvnRzdN8c779/UneOT1o7jFs79IfxlwOd3s3yHf8FUqBYnjwrzBzpmi1Q2fHI+OGwhKVlwzAYDayk5qTgl+zoaebrm6LDJRHkopr+viRHkH2482IElw9ZwkZkUH8uhLhwhHrqL7328Nn30MDdSec5Wm2yXS5+mfN9MTDFxsFk2J48p5KXz/a5PP2zozEkK477pJPPHDhfzs1uk4XW7yKtoBuYWJyWwfdfkjJW28trWU2hYzWrWSNXNTmJwWzjULUlAqBFq6rHxyDt5i5fUDWaYHb57m/X9GZiRP/3gxcz3ZsrHqIX94w2Se+OFCNP6h/zFT2FHivbffPemOIe8vSZjPU8se4cbx17AyZanPez+ecR+LE+YNWcbd24vbbMZaWUH5fXcPTDeZqHr4QdxW65BlTuVLNYT3t6P/AuCpZY9c5C3x83lwsKiFpzcVeF8vn57AtqP1bNhRwYYdFeSMC+OBm6acUypckiQa2i28s6sKwNt6QaVUcN2iVO98Oanh3LpyPK9+XEqxx+dob36zz5DGV42dg4TOgefolhwVN9DyYv5l6QQEagkNN/hYAYRHDjxJbl6fz3cfWjym7/5kZQcbd1Zy2+WZjIsNoqnDwhvbyhDqetABx1p6SUB+unziLbmPm16rRNtlY/f+erI9z51TsiK8VVahgVpWzExk6+E6unrtWGxDhxXOFIsncBg/MRql6ovxrKvXqrh+0O/gfDEjU9ZKmSwOTpS1oxQEJqdF8OOn9gDw7E+XoDwls+Zyi+w92ewdRktPCOaK3CTv+0qFgr99fwE/+PsuTpS3s2p2EmdDv8j7tpXjvdmjfgRB4LpFqTR19HHnFVljWp9GrfQHT2eAzWXjnYrNJAbEcWXq5WiUvtnNJ5b8CaVi5OOZHJgwZJpos1HxwPdHXMbZ3kZfYQGBM2aOum1fmgBKlL7aT/9fBV780Nf4LDU+iG0DkhVOVnVS1dRLatzYhk5cbhGHU0StUmC1uwgyanh3TzWbdsvB04JJsaOm1k+9mL74YTHzJ8eOudHqF5GOVjPNDSYmTI0bUzBSXd5OTXkHc5ak+VgYnGsAlZwWzjfvziUgUDdi8KBUKYiOC6KlURaSFxxrJGd6PHabE5dTxDjMd9dnc/HYf0+gAn73n8P8dm0uz71bgLutjxhABMwOF6BA4XFq0gGTFSqqS9p91jUhJhCtRsmT9y9ErVKiVimIDNHz1Nv5LJ8x9KLtdLiprewgOS0c1RhuoP2CfPVXyG8syKAm0KDmaGkbd/15u3f6kZI2crN9dVGfHK73DqWqlAoe/MY0nyE1kA1M9VolfcP4NNkd7lGzhC63yLpt5Ww7KmevRmqnExGs51d+HeR5wy26vQFRt62HH+/8FQBrxq0gJyIbi3NAXhFliBg1eJoZPRWlQonkdmPa9Rn6tHTUMTGYdu8aMu+4P/8VR3MzDY8/CoBpx/avTgAlnechHD9fLLYersPuEecmRAawYHIssydE8+x7vg0g95xsGlMAday0jX9s9PXVuW3leG/wNCMzkttXjV7FFBtu5JuXZfD6JwOZl/pW8xk1DP0iIIoSOz4sob66C4vHPVqrU5OePXK/s7bmXja8dMT7uvB4E2lZchbh9u/NPWdBrCAIBIcO1dmcyrW3TmXDi0foaLOw6+MywiONvLcuD7dL5J6Hl/jM22dz8bv/HMIITPBkkV58/hA2JJIHqRncyNeSuROiONhhIcRkR7TKGaWI6AD0BjV1VV0c2FGFRq0iJiGYiGg5GzYjM5Jf3TnTx3W8nz3byik60UTmpBiWrTl9tmKgn90XI/t0IRAEgeEu5es/LWdmZpQ3A+kWRXYca/C+v2Ra3JDgqR+9VjXE6HJPfhPPf1DElfOS2Z3XxKysaG4+RXj/3+0DwRMwaoWdn/NDa187fzjwKHPiZjE7ZjrbiwYsKaZEysJuo9pAdth4ijpL0SmHf8DNjZnOweajrE65DID2jRvo+ujDET83Zu13UEdEoo6IJPFnv6Tuj7+jr6gQZ1sbRI58Pf/S/DLdkl/I+2Vm6yG5Gis3O4rfrs1l5azEYTM9nx5toL17+LFrtyiyr6CZDpON9YN6TfXzisf8cOHkWO67bhKqMYifL5uZyGPfm+99/fSmApo6hq/e+6LS1txLSX6zN3gC2LqpkJry4XVFoij5BE/99JfWj6Rf+jxQKBTMmD/Qg+2d147j9gjZ3YOEw302F797+TAtXVZv8AQQgeATPIGchQJoKO3gF7fOIEqvQaNVsuKaCay6PodlV2Z75921tYz1Lx6msa7bOy0lJmjIcNPm9XkUnWgCIC7J1/F4JPoF+V+lAAoYNlvU0WPn/z3yKWark9K6blo6rbR6fuc3LU3nuoUjDyvqtSr6bL7r3F8ge2a9v7eGbrODrYfreP2TAfPToupOPjlSP2Q9fs6dXoeZDWXvUt5dhSiJdNtNvF3+AW19Hfxm/yO4JDe7G/bz6JF/cqypgAhdGH9e8CviA2K96+i3IJgcMXy13K1ZN/LH+b8g2hiFaLMOGzxp4hNI/9czJD70c4LmyhqpopouXs63sjViFt2qAFpff2XUffnSnBFu/xDel5oAvZp2k43vXD3RZ/qq3KQhHk0/fXofv75zFnkV7XRbHMRHGHG7ZRO8jp6BNhRatRK7041KKeByDzz23rryzPxzgowa4iKMNLZbaO7s4/cvH+YfP1x0yTRH7WofPuDbvCGfG781g4hTMmqmrtHFlSrVhR1yCgkbPlPldLgRdAIWq5N/vXOSls4+Rqt1EgS45pZp3BVh4IXH9+ByiRzcVYWpy0pcUohPRm76vCSO7h047za9JldpRcUF8rXbZ/is125zUVPRCcDsxePo6bZSU9FxWgf1/kBwLIH8l4mbV2by2pZiggM0mMy+FbY/+Lvv0MtV81JOq20y6tQ0tllwuUVUSgU2h4uSum6UCgGVSuHNbH9yuJ7C6i6uWziOp94+CUBOahhIUFLX7a+UO0ckSeL/jjxFdY/8u/m0brfP+4NbrUTow0kMiCMzZhzTQqYRoDbicov8+90Cqpp6+NmtuSRPSyAtZBzDoVQove7i5mPHhp0n6uZbUKg16DMyECWJddvK2NpfbBCSzZGQbFaPVqU6AAAgAElEQVR1FzGavemXJoDya6C+3HT02IgO1Q/JOt20LJ2Sui6vE3A/v3/5sE/vreGYPymGG5akIQgCv3j2AB09NianhY84FDASCkHg9/9vNmX13fzp1aNY7W5e/6SUW1dmYrY62bS7ivhII4umxI2qj5IkifYWMxHRARfUE6a9RRbJXn7dRE4cqicyOoD8I/LwyKbXj3P7ffO8OpyebiuH91QDcjAwfW4yH79T4M0+fR7mjadjpADq4X/tJSkhmNZB2YqbF6VSsLOa9OxINFoVhceb0BnULFuTRVJqmPe4j8+JpvRkCycOyhfU1PERPuuevSgVp91N4fFG3IOC79bGXkxdfbQ1m0nLikQQBMy9A0F7enYUrz19gNAIw5gDqK9aBuobKzJZOkXWEja0W/jlcwdGnDd2GDuFUwkP0lIK/OfDYtZeOYHtRxtwuSWunJfCtQvGIUoSD/5zLyaLg8Z2izd4umXFeJbPSECUJGx2tz8DdY7Y3XZv8DQat2bdyNw4WVPW387G7nTzmxcP0dwp658e/vcBnrx/IQpBgSRJlNWbSE8I5lhpO8FGDekeU1LRbqf5+WcAsOkCUNssKJFI+PFPKVdH8frT+7DYnFgGZSj1sUZcVhfObjtbtNncN8q2XvJnhCRJ1PbWE6S5tHQnfsaG0yXSY3HQ2+ccVlcC8PVlGfz5taPcsmI8TR0WdhxrHDF4GqyHmJQajs7T1Lb/4ngu+qWMhBCmZURwrKyd7UcbuHVlJkdL29jmGQqw2l1cMTt5xOXzDzewZ1s5C1dmkDP97EwYz5Q+i4OCY40olQJxSSGkeqqhps9N4s3nDmG3uXjusV0Eh+r52h3T+WB9vrfXWn/g0i/WjooNJGty7PAf9DmiVClY+8ACnv/bbpQqBZFJwTRXdmF3uDlZKWd+lMD1GVEU7KwGIDYhhJwZ8SweQee24LIMSk+2eF/nzBj6fSxYkcGCFRlyi493CqgqlUXmm147jsXsoPRkOKtvnMTRvTUAzF2aRlCIHmOglq72Piy99mGF7v30D+GpvmIBFAx4KsWGGVg8NY4Z4yNxukSaO/u8w+/hQTpyx9Bst9+7as/JZg4Wt+L0HNfZ2bKmSoHAr781ix89uce7zF2rs1ngOZcVgoDhAg5Lf1mxOOWHmBBtMP879yFqe+p57Og/mRU9nUZLEw1meYg7N2a6z3KtXX08/G+5ubhCo0B0iLjcIiUN3UxKCWfrkXre/KSMSenh5HtkB9cuGMeqdB1tG/6LGwWNugjWJV9BQqiWmy/Pph6Bx187yqlETArnFysmUtRt4aX3CrG3nSbbfs5H5SJzsqOIp/NeYnzombsd+/liI0kSj647TqlHX5IcM3xwMz4xhH/9aDEatQJBEEiMCuA/W0oAuGNVJv/ZUoJGreCpBxahVCgQJYmGNotPQPaN5el8dryRpWfpHt3PHauyOFa2mwC9mje3lfGxR7sFcLKyc9QAqqJENmssK2w96wCqqa6byJjAYau8JEmiorgNpVJ28E5ICWXjK0cRRYk1N01GN8j80BCg5ZpvTuW/LxwG5GG7Fx4fuMEIghwwAcycn4ytz8n0eSPvWz+t3VYEIDJET35lBxqVgswkuZqx22ynqaNvSHXjWNBoVdzy3dlodWre8RQHTEZBMxJ1SCxOCqW6bKCKTqsf/dI3WMf1tTumj5oRVCgEVl2fQ311F++9eQKLZ9ipobaL/Z9VUl7kMdYcL2ecIqMDsPTaefmpfXznwUXDGo26XSJlBXIA91XLQA1GoRC4Y5Wv4H7JtHg+2FfDqtlJY6p4nTsxxmtL0h88AcQPssEICdDy+PcXcP8/5GGluTln10rGz8jU9coPklMic1ArVKSFpHgth4o6S3mjeCNrc27BYnPjcjmRJMiv6eJvb8hDcLooPdnTY6ms7cZU2Mmxqk7+u72ChlY5g54/SLP5zu4qrBv3Ee7o4fX0W+WJbonqdht/em1gSE+hU6IN1aKN0JMQH8xtmXEEaVTMjgqmMrSLvIkDvRyH45IPoKpMckqwtGvAGViURBTCV/ei82WhqqnXGzwBLB7FY2lwOfL4QY7NU9MjyH0gGp1G6b0JKjxB1mAmpIQxIeXc24EEGTVkJYVQXNvtDZ7Wrslm3fZyb8f2UzH32Gio7aajVdYiNdebcLtEXC43SqUClVqJucdGdXkHQSE6IqIDMRgH2teUF7WydVMhwaF6TF1WcqbHs3ClLLJsbjARHmlErVFRWdLG1k2FQz5/3vI0klKH7ntYpJGMiVGUFbR6pxkDNVx/+wwUCsG7DVqdmuVXZQ9Z/lQOF7fyz3fk4ZGl0+L5dFAV1b//ZzmvfFTCsbJ2rluUytJp8WfkZg0Q5CkztzgGCkpiEBhn0NBbK3sFabRK3G6JyBGC8cHcdu8cEAQCxqh9iU307WXmcooc2ydfnxLHhXqrChesyKDac7F/5q87iYgOwGF3sXhlJgmpcvC479MKqjwB31cxAzUaeq3Kp0nx6YgM0fP8Q0t5+aMSPjveCMDfBhV+9BNk1HDtgnEEGNRDigD8nD2iJLKjfg9vlb0HgHGY5r3hikTuHv99Pt5dy668siHvGxID+MayDGZq3HzQ3MoHwI4DdUPm00bo0Ubo6Cnu4qOouT7vCWoFklsCz+iENkLH7VdlkxFsJFyrHvKQdE12CrnPPgVXvTjivl3yAZTE0KEai7NvWLt2P5cG+wqaQZIrIvqJDTcQNYaydpAvmP0Y9eoLLsK1O331ePNyYnhvTzVm61BzxbKiFta9cAjxlCHHt189SldHH0Eher6+dhZb3y2i2eOInJYVycprB8T0/UFRv7i7rroTSZL49yOfeUvC7/7pItqazcNu78RpwwemgiBw2VUTWH5lNru3llFe1Mr1t88Yc0AxmMHBE+ATPAHc/adt3v/f3lnJ2zsree6hpSgEAbPViVE39l5hnWYHg/3PrX3ycQ8M1nHrPXPG3Fw2IOjMvKyUSgXf+uF89u+o9Fbc9TPYQT0wWIfeqMZqkberX4P23n9P8K0fzkenV9PaPKDpCwo9+27xfmQEQeC2lZmeIV2JQOPw/TOvXjC8KNnP2WFz2Xm1eD3HWmVD2rTgccyKnkF7t5XQIC0ms4OdJxp516OrPBWFVknYlAiumhDH/OgQmp97BlVdNxgGfLfCZ0UjiRL2Nisra3cSWtnBC0GX+axHH2tk3vxEatotmJwunGYnqybGMjd65Gy3IXsCaY89Mer+nXUAlZmZmQb8HjgKJAAdJSUlvz3b9Z0tw/k/9Th6/QHUJYrTJfp4O0WF6Hnw5mlnJOBUKRX8+BtTkSTpolQwnXpvFgTBK2J+e2cl1y4chyAIVDf18OF/ho7DA95gp7PNQv7hem/wBHLrEofdxUdvF9AwKMjsJzouiNKCFh8/ndeePoC5Z2gG7Oqbp5y2ak4QBBauHM/CleNHnQ+gs8fGu3uquGZBKqGBWlxuEadL5GjZQIulW1aM57Wtcsl4RkIwnT02OobZtnaTjbK6bp7/oIhl0+O91ZGiKOF0ibR09fG39ScI1KuZmhHBdQtTZdG2IDFcA5l+76XPU6Cv06tZckWmTwAVGKwjc1KMz3x3fn8+b796zPu9zluext5tFbz49z1cdnU2Lk8WLSoukIgRtH9+zgyFQi72UCjG1rfOz5khSiKbq7ZS0FHCdelrGBeczK+2/5OeHhGdmIWhN4OTbU5+vePkiP0O9XFGdDEGwiMNhGjVJIUYWRwZTKBavv73FRYQq1DBoGfpn0+OouFXP8cUHEZEezPxD/wEPmjzZpqilyZwVUoU86JDENMkFIJAn8uN/jzcG84lAxUGvFlSUrIJIDMzszAzM/ODkpKSoQYxnyPDZaB6HL3Ec+HFrH7OnW2neK9cNT+F8LNwtZ54HobjzpbvXD2RX79w0FsePZj39lZzML+JO1dn8/d1x5nk8SBaflU2GROiePovnw1ZZvcn8vB0WlYkDTVdcnn9zirqq4cGTwClJ1t8BNCAN3hSKARu/k4ubrdIZ5uF+LPQG42EJEn85J9yt/SdngBCq1F6j4NapeCRe+YRbNSQEGnkta2l3H55JvGRARTUmXjz42K+vjSdd/dWU15vwmpz8eY2OZ2//WgDEcF6bA4XWw7W4hiU5TOZHdS3WbDZ3dx8WQYmUUIKVLM6J5ajniG0hSszxuy/dD657OpsMkYQOk+dnciWehMz5iUzZVYie7fJ4uhP3i1CoRSIiQ/iutumD7usn7PjXPsTflUp7argWGs+ixPmEmOUz+d+qUyzpYXnTr5Kk6UFyalB7AvksdqNuHvCcbfIPUMdQA9yxtXudKMJ0+GyOBHtbtRBGgJSg1iYFUNOWACpGoHeQwcJmryAqJgQ2toGsrHq6GhCysuIWhZMa76JxGlRKCrKUDsdRLQ3E7bmKowTc8huPkZNiwtjUiB/zM3wkW8AGM6T1cpZB1AlJSWHTpmkAC64g+BwGSi72zHMnH4uBfo1T9csGMfqOUmoL7Cn0Gi4XSJlhS2IkkRmTgwupxu3W/LRI4GcNfvjt+fw1zeOcYXHo+YHX5vME2/lEQIk9TrZvi7PGzxFj49gvKch6dU3T6GqtN1rIzBnaSr7P5Ub9OYuGsfJIxryjzR43+/n6punUJLfTMmgwGnKrATmLU/H3GOjJL8Zp0tkwpRYr1YoNPz0jX5FScLuGFsJ98mqziHTBgeR2cmhBHuOVWZSKL9dO9v73pLpCUz0aIhK602U15soq+/GYnOhVAi4RcnbtuNUIkN0tHXb+ORIvdf80ATkTI+nrqqT2YtTSRx3YQPqpasz6Wi1jOrmPi4jgrt/utjrF3bdLdN42yNwFd0Sq2+cdEG21c9XG4uzj+dOvopKUPLtSbcP6TW3u2E/r+d/gGjXs6OkkPlRCygxn6SDGgSFfP8VbQacNTMRTb52H4JKgTZMiyZMh1KvAlEiwCiRVXwMFs3mpEvBnVkJJAXo0XoyQo1P/QPzsSO0/OdFnHfdiWbekoEVivL15IZtr3Dwtu9xQ1YSzk8GTDI1cbIc4XuLJ1NvsZERfHbNzMfKedFAZWZmXgd8VFJSUny6eSNHsUU/G3T1Q4WmWoPivH/O+eaLvn0XguGOQUevHaNOxdprJ11QL6TTceJwHZveOO59XVPWQXdnH92dVm6/dy4pab4XjsjIQJ79+QoAXC43WouTq9Iiaa7wdfc2I3G4tJXcTivTMqOIjAxk6swkrrppClaLk4AgLXqdGo1WRUZmNHqdxhs8CQqBO++bh7XPyfgJ0UydmcRvf/yed91X3TgFhVL+LYxLizyr/f7bG0fZfriO6DADf/3+QrYdrsNidXLHmglD5i3+TA70EqICsNpddJhk/yNBAEmCH90yg/DgkfU8/edDpKfsvL9Fzo++OZ2P9teQVy6Lqh+8dQafHKzF4RL50c3TCQ3ScsPD7zNYRqZRKUhJjeCeB307s18oIpef+e87MjKQyJhAnnl0JwDx8aEIl4gZ6/nGf32U+byPQ7fVxLp971NQ6AJc3LtvIyhE9EIA1+ROZd6kOF7bXI+9Y+B3tL3QBWR5/kAR1IHY4/E0E8CQGIjkElHqlGTnRDMnMZzsiEBiA/S07j9I1V/kyjsO7mD15StJWzPD51pfUVrk/b9u3XpmX7kaQanEUl2DrVK+xgT1dPO9YCfWg5/ReuQgAAEZ6YxbuQSFRn5IO7vW0WfGOQdQmZmZS4GlwP1jmX9wOu580Nc3VDvR1mWizXh+P+d80m8O9lVmuGPQ2WOjrqWXrKQQ2tuHFzxfLD77uNTndfWgktljB2oxBo0srN72ftGQITVFpBF7j41yuxMJ+NUz+/jH/QsR8PWcsbU7yZoiD0e3tfWiNaiYNCOe/CMNXH/bNHRGNTqj2nssp81J5Nj+OpauyaKj89wSwvmVHWw/LFe6tHT2cftvPvK+t3xqHHanm0CD/ACTV9HBh/uqiQ4z8PPbZqBVK+nqtaNVK737IzpcI573g88Ht2sga6VWKUiJNPKDr01i874aspJDSY8PJjvBk51xu+nu6uPZny5lf0ELhdWdTBgXRmJUwCX3G4uMDESpVnDTXTNRKATaO75Yv4ELhf/6KDPacbA5XDS0W6hvtbD+s3KmpkdQ12omOszATUvSEEVZ6xMcoEXtcVvfnHeC3dXHwBGIqddNkEGLxazGaYoAfB8ALcDrW8p4fUsZEIZCq0QXqUeSJES7G3v7gDms2BOOQqfEEB9AbEwAq7JjsblFQjQqskKMcnBkd9NlN2MqLPH5nJaPPsZqthK8cBHqyCiUgYGITheCVkfiT36Ku/AEpa+tJ3TVampPEXQX//EvPq9jf/wwHSY7MHy189kyWhB7TgFUZmbmGmAh8EMgNjMzM7mkpGTfuazzTBlOA1XYWcyihLnDzO3ni0pnj82rn5mbE3OauS8cDruLXR+Xec0jV984ieMH6misHbBXqK3qJP9wPROnx6E4pfzZ3GsfEjxFJ4dw/c1ygwBJqWTtH7YC8P3Hd5EWH8TPbxu9A3i/geNwzFmSRu6i1PPSRua4p4w+PEjn0wIHYHd+k1cI3o9KqeCeayai9XhQnW3riwnJoWhUCpxukR/eMNk7fHjlvJQRlxEEgbk5MV+oc+dsCfeLxv2cgihJOJxuNColVU09PLr+BLZB7tl78+XefnUtZg4XDdiOKBQCyTGBVDX2eKYMVBl2D5JQ6qL0aELVSJICRAlzZQ+SKIEAxqRAZkyLZGZUBEoFWF0i6/NqsZldOLrs6KL1LMqMYU1yBKpR7B8kSaLzvU0ApPzhzzQ8/ijOtjZ69uyiZ4/coifhxz9FcjgInD0X3bhUSv8g16XZ6+ux18l6RuPkKVjyTvisW5eegaC68KYC51KFNwNYBxwGPgWMwFPARQ+g8tuLhpnTz/lm9ydl5B9uYO0DC9CcQ5sDs9XpDZ4CDWrmTrz4N0G3S6S6vJ2P3xmoCExOCyM5LZzI6AB2flSGzqCmrKAFU6eV3Z+Uo1AKTJwWT+GJRoJD9ETFBvHqP+Wfw/R5SaRnR6FWK70aJICoMINXwwPQdpo+c2PhfARPoiTRZpK35bdrc3l9ayml9d2kxwezr6CFvSebhyyzek7SOTm59xMVauB3/282oiQRPUbrCj9+LlUkSeK1bWVsP1xPoEFNfISR5TMS0dR00dxqprXbOqS4BkATqkUVoEahUSIoBSSniL3DhsviRKFWoArU4DTZB4InAYLGh6DWKbE09WFrtRKUGcg1s8cxNTyYUK0atyQhShKPH99CU183CkUQ6YFW7sya5fPZ05fl4HCL9DhdROiGt4Q4FdE28BCmjoom5fd/pvXN1zB9ut07vf5ReXhPGy8bCSfcdAP1/91A74F9KAMCibr1dgKmz6DsO3d5l0l/6t8IyoujlT0XEfkR4KI/Kg0nIvdz/inOa+L4wTquu3UaWp08bJN/WNbiHN5TzbxlZ+8Ef6hoIEPzh2/PuWjNU5sbTISGG3A6RY4fqPXuH0DuwhQyPEJvQ4CWVV+Tu4CHRxq9VXKH99TQWGeivFB+Alx+VTaSJPc/mzEveUS7gP52MsBp+/ddCHr6HPzi2QOYrU60GiV6rYq1V8qapw/31wAtVDX1eOdXKgQWTI5lzdyU87YNg728/Pi5mPQ3IbY73dQ099LS1YfLLREbZiAsWIdKIaDXqs7IaqWlq4+dxxtRKhVUt/Zy0iMJ6O1zUlzbTfGgDPepKNQKwrICSEmsptlcTYetDTyJBF1sCmplEhIO3O4O9EI4kikNZ7ediFQ7P5k1GYNKSYfNwSf1DVyZnECgZiAAUgoCSkHgwemr6XNaOd52ktyYacNuh0apIEI5tuAJQLTIQ9KBc+fJw3pKJdG33E7UN2+j6+MttK9f551XlyobpSbfcjP1/90AgHHqNAJnyoFc0Nz59Ozbg25cKgrtxWvyfMkbaYrDZKCiDZEcaj5GkCaQzDB/i5fzwaeb5bHrlsYeklLDaW4Y8CU6cbCeiOhAbyXZWOjssbHtSD1KhcArHn3R3VdPPGP36cE4HW5v09szxdxr5+1Xhu/a3W9uOByTZiaQmBrGuucP0Wd2eIMngCOeHmjT5iSN6rX07Ssn8MLmItpNNmyeqrW8inYOF7dx+6rMMw4oXW6RZ94rZO7EaKZlnLl4/PWtpV7Tz1OtGCanR3h7kQE8/oMFBBnGfhH1c26YrU5MFgdBBjWBZ3jcXW6R3j4n2080oERgfk4MLrfIR4frsNvd3Lw8gyCjhqYOC89/WIxCIbB8ajySJBERoidAr8blFkmIvOjPzZ87blFk0+5qPj3egKXPiUIhDDG7PZXVc5LYV9BCV6+swUmMCuCaBSkE6DX0WBxMSY+gvdvK4xvzaOs8JdMsQFBWGLoIHaJDxFwjD6EpdSrUAWrcdje6GAm31I6k6KbPUUBB+1Ctj8tVjctVzZzYmcQHZOESXWyqeB3BoOGb2XcQ4PFTitRruTkjddT9Maj1zIubNeo8Z4LbImsylUbf80cQBMIuv4KAKVOxVVehiY1DmzTQFso4dRqW48cIW7XaOy382utx9fYQfcvt5237zoZLPoAaLgPV0tfGS4VvAHh77fgZnj6bi/c2FzNxXBg5HkfqmvIOSk42s+jy8XzybiEp6QMCww/+m8/qGyZRPmicHaCiuJWMCVH0Wp2j3lAb2i0EGdQ89fpRSk95yoqLOPuS045WM/994TAxCcGsuGYCGo1y1GFFm9WJ2yViDNTidLg4vLt6yDzZU2JZcsXwzWYHExJmICBQS49nGC49O4ryola6O/pQKATCo0bfr4SoAH515yweef0oxbXdiKLE4+tl5970hGAWDdPCxu5wo1YrhjUE3PhZJYeLWzlc3Mpv78olISqA9TvKaem0ctOydKJGye7UtvRycNB3m3tKGX58hJEgo3xDuGJOkj94OgMcTjcF1Z1YunsoqmplUW4Ger2WjbsqySvv4OE7ZpEUrvdqyNyibAQrShLrdpSz9ZTWFTOyoyiu7sJidZIcG8ia2cnEhBv4YF8Nx8vaUakVWPqGut/38+7uKp/XBwpbvN9tP+XDZEJuWpHBqhmJY95vp0uk3WQlOszgc76O1RH+XHCL4qhtWdq7rZQ3mkiKCiQ6TE9pnYn0+CD+/MYxqhoGsqwoBRAlFBoFSr0KVYAal9mJ6BRx98lapM37a33WXddq5smNA+77AQY15kHfhz7OiCZEi7PHgSayC7v6dZx2AAH1uHjcYhdILhzYIUDA4hy412kUan48437abZ3sbtjP8sRFxBijsLntiJJIfMCAD+LK5KXYXHZ0qouXqZFEkdZXXwZAGTj8ML8mJhZNzFD/xti770Hs60MVPODjpg4PJ+H+H38+G3sGfCkDKD+j43S6qSptJy4xmBfW56Fu62NXaTtWSWLW9Hg2b5CbsdptLuqru6ir8jVs3LwhH32ABhcSfUAQAsfK2ln/l08B+M1dud5ec5Ik4RYl3G6JvMoO/jWonQfAlLRwTnhK+yPOwjCznxrPOprrTbzylKw7uv17czEG+F403G6R+uouNq+X9zE1MwKNRkVx/oCmZ9mVWSiVimH7w43E0jVZbHpNtjlYsjqT5gYT5h47wWH6Md8kNJ4b5xNv5XmnrdtezrycGG8WSpIkduU18dKHxUxOC+f+G6f4rKO3z8GWgwMX8v9bd5wAvZrGdvnp72hpG3/49mxih/GAstpd/O+Lsr3bmrnJLJgcS4hx6EX3zlVZbD1cN2pjZD/yd1XbYuZIeRsl9SYqPT0O+9lXmecz/5//Ix/76ROiUFgtHK6yEB9lpKF1oJpSUAoIKgWi3c2RQYFuTVOvT6scYFi3Z22kHqVehb3d6r3xD6Y/eNJG6FAFqLFU94IAgxP9W4/VjymAEkWJ5zcXss9TRKFQCKzITaSgpov6Jrm6LCxEx09umkKPxYEgCORVdHDL6qEWGWPFbHVysKiFqBA9B4paOFDUikIAh1Pk5ssyaGgzM3diDPVtZl7bOtBzrd9qYzCCSiBjcSJRQXriDVo6bA5Sgw1khwSgVQp02V30udyUNPewYaOsldRG6VEb1QhqBU6TA5fZiaCSf/9mk3xsNaFaoqa66ezbgkOyQIAKO/J3sTxxEZclL+Z/dv/OZ1sSA2L57pRvYXPZMaj1BKiNKAQFCYFxTI3MOe1xuVjBk7WsjN4jBzEfOYKrS/aJC5xxZlkthVqDIviL+aAmXOAARDrf5amvFq1nX9Opnp4D9GegttfupKCjhHun3IVScXHNGT+vMl2nw43T6R5i7DiYPrOdN549iMM+9OJah8h9t07n3VePD7PkULqRKENiFgp6kKhEQgDmT4zmljXZIAg8vamAw8WtKAQBcdC5dtmsJK6dn4xBp8Zic6JSKM7JJXjv9gpOHPR9Qo9LCuGqb0zxiqqbG0wjDtP1s+jy8SP2hjsVOaUvoVAocDrcPPfYLoJCdNzy3TnYbS72fFLGpJkJozauHXwuPLEhj+MeryPAJxuwclYi31iewfHydp7YMHDjve+6HGpazIQFaVkyNZ5n3ytkX0EzCZEB1LeNXAY/PiGYh26ZLrc+sTp5c1uZjzD82Z8uuaANVS926brJ4sCgVVLbYqbNZMXhFJmSFk6wJwBv7erjzZ2VNHf20dxiRq1RIgAOzxDnd6+ZSG72wBC2JEk8vjGf/LJ2n8/RRulBlHzKwHVRegzROjrzh3eW72f20hRWZMcQplXzy7dPYKmWMyTG5EAsNfKxE5QC2kg9kkskclwwvRYn1mYLmlAdi3JiuT4rFoUg4BRFdtV2oFYpmBARyOGGLt7dU42gEBBdImsvzyQh2MDGggauzIqlpKcPg1LBSxtO4jI7mZIVyTeXpBEZMlTkb3e4qW8z889NBXSdUr05Vm6/IpMlU+LHNG9tSy//3VFBY7uF7t4zK2EXlAIKtQK3zfd6qA7SMGVWPFpPpkwAACAASURBVPfOGtob79TMmSRJHGpsp2bTJhJqygg2daB0ubAaAqhKy0YhShxJ78OsXoqlyo42qRW3fv+Q9X538p1k9OpQhUegCgoiOFSLqUveH2tlBXV//B3x9/8IY87kM9rHi0Xn5vdp37jBZ9q4P/0VdeTYZQUX+7rg2YYRn4Av/QzUMBqowXTbTYRog3mr/H0AOmxdRBkiRl3mi0Bbt5Vn3y8kNTaIbywfvmS9H7dbxNbnZNPrx7FZndx279wRtUDb3i8eNngCiEQYc/AE0IHEwsmx2PJaCEJgKp4nrYI2XumwMWV+MoeL5afk/uApOzmUB2+e5vPDMHpE6V3tFgSFQEiYgZ5uK+tfPIzD7ubaW6cRmxA8zBYM4PJ4B82/LB1zj50TB2WrgZee2MOq63P4YH0erlOa/E6cHkfB0UafaUEhI2fBerqtfLSxAKVaQUtDDzqDGrdLJDMnhtmLx/HNu2ej9XgeaXUqll2Zjcvlxm5zeoX3o2Gy+DroP/a9+fzoyT30WBx8fKiO1LggXvnI10flqbcHsg52h5umDjlb8a3VWfzuP4cBUCkFnnpgMRabk//5937sTjel9SZqWnrp6rHzj435PutcOi3+S92Nvqyhm/r2PuwuN3vzmrA63HSMUP34jRUZOF0iGz+rlMu6PThP0YY9vamApzcVAPDk/Yv4wRO7vJqZsLQQZk+IRPXhO2QeOEHKT/+HblMPv/hYDpgyuyu5pqeFR1MW0Vcn/yYkUUIdpMFpcqAJ13HH1dnMiQrx3rgfv2kG7xQ3EhOsZ1ZMCIXdZlSCQLBGTaxBi0sS0Xkqk5yiiFIQfIbP1AoFy1IGbmQrU6OYnRCGXqXE5HARpZcfwu6ZJetkEgPlYd/3ww00m02cKG7jRHEbv7xzJp/mNZEYaWTFtASOl7XxxFu+51NgRghrZiWy4b1iXL1ONOE6rl6Rzrsfl+Ho9A14FBoFokNk3Y4K5k2IQaNW4hZFunsdQ1o6HS9v5x9v5Q3JHHnXpVWStiCO2AA9B/fV4ei2IzoGrgGpubHcMisFg0rBC4eqaWo1Yy6XtZ1rr51AblwYLpMJR0szhvGZVJlqeDrvJcxOC/EBsajdMGFPLRnFXYQApzYKUrusTMyXH+4rQ4OImVZEicGMyyUXp9w3ZS1mp4X/FL7JTFsE2ocfoT93bJw2ndAH76dr+ydITqdXYN3w+GNkPP3cGZfsS5JE+/p1KAMCCFm+4nMXXkuSRNf2TwBQBgahTUoi7t7vX1TB9+fBJZ+BerlwHQea5fZ7McZomi2+njtrc25letRk7tv+UwB+OO07jA+9uMLykaLqPpuTd3ZXkZkYylNv+16EfnNXLht2VBAVouemZemoVQrqW828vbMCY0sf9kFPXqERBtbcOJnAUy44dVWdvL8uD0OABr1eTUebBQcSV31tEh9vKkTyDC/0RemwxBoJK+jEEmdEY3ai7bIjSKBUK3F7hgaOIPLcw8v41593DLufFYikedqVtOqV1Fid3if1wcdAkiR2bC7xDqOFRxnpGDRskZIRztLVWSMKuQG2f1BMSX4zt3x3NkEh+hG3SRDkHmSpmZFExgTyxjMHMXVZmbMkFYVSYPLMhGGH3OqrO3nvzbxh1jjAuIwIJk6Po8/ioKWxB0uvndrKTkS3RGJqGKuum4jD7sIwaFhx8HEorevm7xtOkJUkm0VeMSeZHouD+/+xe8hnPXLPXB5bd4Lmzj6f6QF6NXqtkr98dx4Hi1rYndfED26Y7CNE/+hgLeu2l5OdHErRoGbEl+cm8tHBOn5150xSYoJG3dfzzVifNB1ONz0WB2Gec1shCJTUdtHT52BmZpT3uxMlia4eOzani+K6bqKC9Xya10hDh4W2tr7RPgLAq3EZTESkwMzOQsKsXRQlTKQTA5pANeXVApJ74DoaFqan0yMSnpCh5o5QO3S00/XRFgDGP/cSAEd2H+Tdkm7uXZJJZHw0R37+M7rDInHmLsAYGob+zRfYsvJmbsnNIllwYa+rxTDx3B36RYcDyW4fUYsyGv/YVsyxQ43Dvnf5nCS2H2vA6XlAUwdpSMmO4KElmSgEgeIOM+uP1nLvgnTCdGpMbW38f+7eM7Cuq0r//p1zbu9FV71bsizJvbfEiZ1eSCdOII2EhDCUAYY/GdoMDDO00IZAaCGUAElIQppT7DSXxHGvKras3q/K7f2ec94PV5Z0LckFAmTe54utU/Yp9+y9117rWc/aOhTn1d19pIIJrLMcXB04whPRSpIjGc/VJ2+Yx0PPHEFVobzAypdvX8qJngDff+IgyUnhUMmkoWpVEYIGNFKc4YSOAv0gzcPPU+Wo4M76e2j2Z8aUA8NB8o06Li/1YJyU3BFLy3zusT2IOokfbVxKaPtWvL//DQDHS/V0FuhwhGRyR9OUDUxfLuxYqR5VhDeWWUlLAht2h6hvizNcZGPFf/yAFn8bWzrfwiTouHbQgz43H011FYM//AGJjvZp25wOprnziDU3oabTmOrnknfn3QiShMaW6beJ7m78297EWDUb6/IVDD3xJ/yvbQZA43RScN/HMVZVk+juJtHXS+TQAZRUivy77kEy/fXSIUoiwegrLxHa/S6pwUGsy1dQcO/9f3V773cP1P95A+q3jY+zeyBT0X5J7gJMWhPbeyekqDbWXMeawhV88s0HALir7haWzpCW+Y/CdB/FrsZBfv58w1mdv7I+j3uuquPXm5poOTpAOdN7Cy6/YS7l1RPethceP0RPh4+Lrq2jeTTKX7a1UV/h4nM3L+TX//s2iTGCY/eGqa5zQVFZfCzM0EAIv6IQB0KofOnuFTzxyMwh1Mm49MOLqBzzJE1+Bw0Hetn2asvpTgVg1YWVVNZ4aGkcpLjcRW6BlYAvht1pZMtzjbQ2D3HHJ1djMuuIhBKMDIXZ9OSEIbpoZSn5xbYsUvyZEI+l6G4f5bXnJ7TFLr6mDv9IlDnz80nE0zz5671n3R5ASYWTK26aT1+XH1EQsDkNdLWNMjwYpqTCic1pRE4ruHMtSFJGRfj+708UGV5YlcOnbsy48QORJIFwYpy7BBni98eumZkXkUorfP7hd8bDgzUlDu79QD1Oq/4fQuw9CUVVCcdSDIxE8YYSbDvQg8mkZXaBnYuWFI9zwjoHQgyORtl53Muh5qG/+boaixaNXkKnk8grtGK16LmkNg8VAe+D30KWJFzDA/x0we0kR+OIeomFpkHW738VjZwxDnQFhaiKQmpwgLDFxq7553MoXZDlUVmS6+Pid17Iurbnlg/h3HDx+N+T37fBP0j/vsM41l+EIAgcv+fOGZ/Bdt75uK++Fq3r3Gr8qapK7/cfJN7ZQcW3voNkOrfEjb8c7uaFl07fV0W9xI031DFHjpH8768i2e1ob72RaHke1YYihp58nOA7O8ZJRyrQUVlLfl8nxniUp9d+gJaB6Qs/n0rENuQaqZmTw1X1DorMNn52+FFa/G1Tzvvxhd9CFM7sVW30hdFLIsWBYTq/9tUzHk9tNb21eRQ9k1nk/OL6HGyufObn1GHX22g6so2LnslkGYsmM5LZTGrIO2NzBfd/AnN9PT0//D7xE5n3bJ6/gNTwMHl33EX3d74J8vQRBAB9eQXJnm7U9FR+27SYhvyVc9PNuC69fNrDQ/v2MLrpRUS9Huuy5dgv3DD+/aqqysCvf0loZ0bTT+N2U/LAl9E6//qC5e93A+r/fghv0o+vFbVsrLmOclsJv296EoBwMkpSnuhw0fTfLlT4XqLHG+bgiWGe2Ta103/9I8t5eVcnOxsmvGo6jci7DYO8O7ataixsJqMygErRJGPq5aePUlyTw6VXzOG155vo6ch4G/68p5sTYzIE82e5SadkEtEUaYNEpGD61YcqCuyrtZIbjmEPprADeQhZxlPlJZUEbFq8u/sQu0MIp9jmp+Z+9XX5eWNTM6GxmmmXXJshj6bTCpIkUlBi5/c/2Tnev3e+2cbOscK6u7d1jLdTXu1mxJvh+zz9233ccMcSzFY9ZqueC6+o4c2XjnHFTfMom+U+YyryZLQ2D7H52Qmj1uUxc8Mdi7MkCSw2uP+BC2g+3M/etzvHn8XtMVMzLx+9UYtOJ/H6C03IsoKqQne7j59/Z+uU6wE0HJhY3RuMWq6/fRF2p4nFsz3sPz7E1z6ynHzXxJu0m3XYzTrK8q10DmQGmjMJkWo1IrVlTnY1Zr6hWy+ePa4a/l4bT8mUTMdAiJ7RCN1DYRxmPb5oktIcC8/taCc0DWfl8LFhdjYP8m83LuCnmxppaT89N+h0EDTiuGe1ZJ6H1TW5rChxYdNppmQwqoqCMDDBo/vUvkfoKpuNxRsgd6gPz823YFmyFI3NnhVCiR4/hvX732WVpOOnNRtJR9OUupNTjKecGz6IY/1F2fc36R6s1VXEHRM8Kn1pGYmuzmmfK7h9G6iQf+dHpt1/EonubmJtJ7Cft47w/n0M/+UpUoOZ3z20exeOC9af9vxTsXqWh82eHubOcnP76gq2tA5RnmPmD/u78B3IGLcbP1DLhpIcOr6UWbTKgQDyw4/QXGHgHbvE2oPZJYYEoKJtYoFy5Z4t/Oaq+/EfmuCPCVLGyzfZeDKVWPjXK+qQxFEe3Pfd0953JBXFqjuz/EKdM3NM3x8zv11TuYHajjiKXouYVkCW0ZdX4LriKiwLFiJIEtWqStvsxZjyCnjQmp1FdmHJWsIF+xl87HfIAT9KdObyShXf/h5ad6amXOkDX5rWeKj+2a/o/eH3iLUcp/DjnwRVJbR/b+Z7gCwvlmP9RUSPNZPs7UE0Gsm77U5UOY0cCjH05OOZg1QVx/oNKMkkwR0ZNfDhPz+BaU4thrLyrGurisLAL38+bpzFWo4jWaxYl68gNTJC+xcmsuLybr8Ly5KlSOa/bzHfU3HSHvhHLQL/z3ugHjn6GPu9mdDK6oJlfKj2Jrb1vMMTx58FMh/wpWXreWBHRhL+qopLubxiw3t6D+eCdErGF07xkz/sYzScYDLNd8PCQhZXuOgLJ1m3sBCNJGaVOLl8ZSlLKt0898RhOmWZNFA/ZjDd8cnVNHb7ePLZBiJk+Ex5TP2I0pLAgbEVTJ5By9oiO12tmeyIvtV5yMapNrVVKxEaC9tpomkKdmaHSRVJIFxkJlA9wVOydIcxDcYYmetENmjI2+1FF0pRXZdL3aJCDuzsoqttdPx4T76FD3x4ERppamp+46E+Gg/0MTRwdrXBHC4jH7x7GamkjCwrPPXoPqKRJGarnlg0ySXX1OEbiTLijbBiXQVmi55gIMabm44RCSfw5FkZ6A0QmzRYL1xRwqoLM+JuqqoiqzAYS6CoUGKZCJUmE2k6W0eonO1B0kwYsyf7WSSU4IlH9pJMZK8QrXYDFbNzOLynZ/wZ/GNhoMWrSzGZdcxbUkw4GGfPjg4CvhiVNR7mjpWPeeiZI+w/PkRpnoX/vGv5Gd9RMiXzn4/uwW7W8flbFr0n6uUA7f1Bth7pp3soTEdPYEZ+ykmcrNYuaiUSvjiGXGMm8+sUaKxacvItuNxG7lxRyV8OdJOXY+ZEKEqN3UzrUIjDO3uwF1j49NX1DEQSVDnMJMdqcimA6TRaXAByNErrpz4OZCaq4af/jG9Lpv6f8+JL8dx8y4znKvE4Q0//mZaGJtqKZjOveQ/mWGayzLvrbjoj/XhWr6PAMrNW2qkTphKP0fWNr5Mc6Aeg/L+/TXDn24y++Pz4MWVf+wb6ouKsdgLbtjL4u0dP+6yQ8VaUPvAlBn77a3S5ebiuvBrhLLhv0bSMXhSRJn0zKUXhqy8eQa+X+OqGOYz85Wl8r748YxtbVlhxhmRiOgFRhSVNUcLrlzFn3dUM//tXSEsatq+7imOOSvQuA+HYs6i9FxDtCZO32EyepwcJHycCbaSVNJU9CWxhmfz8WSwdNaHZeD2SRsNzrS+zd/DgeOShLdBJw0gzRo2Bv5zYBMAddRtZmreQWFMT/b/8GVqni0RXJ0GzxKMfcCEp8L8XfxclHkPQ6c/qHZ0KVVXp/cGDRBsbQBAo/tz/wzSnlsHf/4bA1rcwL1hI0Sezy8nO5H1RZRklHs8yTlRZJrBjO7HmRpRUCs9NN6PLy0dJJUl0dWGcNUFbUVWV4I5tBN95m5ybNmKszPDcVEWh76c/JnJwItGm+me/ItbWSvToEfxvvo4Si6H1eFBlhfToCIJWi2XxEkK7Jkjx5d/4Frr896aaxJQ+IScJDmxDa8zD7MrUw0ynQvh7NmMvWIev51XkdIS86tsRpb8+q/uUe/j/bwjvF0d+x6GhDJF2Rf4Sbq+7eZzvBLAsbzFL8xbw8OHMgLKh5Hyur77qPb2HMyEaTtBwsJ+cPAs7trQQDk6suo+QCYflO40s1GkZGQyTX2zjug8vHj/msc3HCMdSfOTyOTzy/al8GICb71mGw2Vi2+E+REGgcyBEtHUUZdK10qgcQEWrEblv3Sx2vT4hiKgK0LM+E7rTBZIIioqql/jKeXOQRIHeSJyfNHYjJmWKtme4Srfcu5zGg/3skOP4HWdOMy1+o3eKV6qkwgkINClJfFUZA2yly4pFr6ExECWQTHNfbTE2QWSgN8DmZxuzCLyz5ngYGggT9McwWXREw9NzE/5anHdJNfWLClGA3d4AL3RNDSFpBIELCl2cn+9EcxaGSCKeQtKISJKIxWxgdDQyTj4/GdJRFIXXnm+idVLIymDUEo9Nr+uzeF0F+wdDXL2mPEvoMBpPo9UIaKcxHhRFRRDI4g3FEzKyorCr2UttiYNcpwmtJnvCUFWV3711ghyrniuWlCAIAqm0zHefPDStbpCgFdHbdBSW2fGPxPD1hlDTKs5yG/9x/UJMGomCPBud/X4Mksi3Xm3kxMEJI/2jH1rIymLnGVeVvZE4dp1mXCzwXBE5epjeH34f26o15N/9UZR4nJEXnkMOBsn98O1nJMBGm5voeXCiwGneXXcTdJv56fAmgsnMuHfNrMsZjAzRFuzgUwvvxaG3c3SkiXJbKZVFBdNPmIqCmkqNX18Ohxn8/W8I78uEjmf98CF6vv9dzPPmY12xis6vfnHGe9SXlFL8+S8w8KtfTKknZqqfS/Fn/u3sXtY0UFSV1PAQnf8+Mf7unGdm91wT52tns/B3byMAKasR9ze+Rr45F1VVicsJdKJ2PDu64dP3oY1kxq1D1UbeWpbhagmCCY9pLUPRrajqxLg2tyXGhj1T35tktyMHArQW6Tg4x4RYVUFXaKy6gKriDMqU9ScpHEpR3T3VE/rMegfBUjeXlV/0ntRWVdNpgrvexTJ/wTj/LO33E3h7O84NFyMasif8f1b4auT5Zxl5/tlp92k9Hkoe+DIauz3LUBf0eqzLV2Curce6fMV7di+nvoOuA18f/39B7cfx979JzD996bbC+k+j0dlR0jGGO55B1Bhxl113zt6p96UB1RboJN/kwaT922pdPXzo1xwdaQZgad5C7qq/la+/+yCD0Uycuc5VQ+PoRObSF5Z+ilJb8bRtvVdIJdN0tY1SVuVGo5HY9OfD416e6SAIsGJdJe++NRHGs9j0XL1xAQ7XxPvZtbWN/Tu7pmsCgOtvXzzOC9r8bEMWEVtFRQaOo3Lt8lJa9vSMewcuv2EuLUZ4s9+HS6vBuKULUVa5euMCissn4tePHuulJRjl9sp8dgwFaAvFsGk1BFMZb0q908zNlQU8fLCDfjmzbZZRT2ssMzjl7vaiD00YAB/62Aq2b26hORxjZN7MXI75djPzFYnR7iBH9vWSW2DFajdkGRcAKy+opLTSNS0nyeUxs+L8CloavVNEQE9idn0eFpue3AIriqLidJtxecyEUmle7BziiO/MHrDVeQ6CyTTeWJKRRApJyGQ83TIrn0rb1G/9dIOkoij89sfvEI9le6uq63MpKHawffPxLA/Px76wbnxw6BwI8YuXG+kfjCBpRYrzLKyZm8+sAhuplMJgMM55dZlV4qAvyi9faaa7PzQlu0wUBW6/Yg4Ok455FS72tQ3zm5ePndZQNRdbKMgx09MXpLDYxqcvmI1BI6EdW7mnFZWYLGOdZOicmlSwtWuYP7/ZyrK6PO5cPjWV/L1C5OhhRp57lnj7RN/Lu/Mj2Neef9rzwskIw/ER9g4cRFZlrq++GlGF1vvuAcAwq4rcz3+eHx342cSkPQ3OL1rNtt6Mh/lza+7lQFcTCz3zKLeVMBgdosCcN+2AfzKt/UzoK7PhMrowNHcweu06Fl/+YXSSltD+ffT/9MdTji/+/AOZMhqKgqDTnfNkM/yXpxndlAl/xZfW8/PZQ3xozk2sKljK6KYXGHn2GXJuuAnX5VfO2Ib/uSfxvvASAG8vMDPs0LDKa+LpuSmS2mxjfs2BMEubzpwUAPDwjTkkdZnz1+8KMq91ZomFp9c7sNbN5RML7zmrtv8e+GcZUKqqjv9WJ2Gsno1l0WJsa8/L4s0lBwdIBwLoC4uQLH+7Qn082MZI9wvIyQB6SxlFlecRjoIip4iHWgkPT4ztWmMBqVj/jG1pdE6cxZcy1Pb4xDZ9DgVz7kM4Bymj950BNRAZ5L92fY88Uy5fWfE5+iIDFJrz/6q45UMHf0XTaIakd37Ram6uuZZwKsK7/Xt5sW0zOlFLJJ3pYHPdtdy/4K7T36CqoqKelnCoqiqbdnZSXmBlboWbvc1efv1iI/Nnubl1fRV/eHjXaa8hVji4bl0lLz91dHwikjQiclrhug8v4pW/HCUWyRgaH7hlAUVlTiLhBL97KEOOv/W+5QwNhtn1Vtu4+vW5QtKIXLZxPhqXkbf6Rjk6ZhzcWJbLrl9nXLg33bUEd66ZqK8Ro6OGP7QO0eSfPoa/vtDFRUWZ+H0kmeKHO1vJF0TuPn8273aP8PxAxoA0DMXIaQuRV2CjSacQzZ8wKsy9EQRZRUrKKFqRxfML2RqYGEDsrQH0o0nyN5Qz220h0TjEgZ3dCCrMW1JEvTuMEPQRqVjEWy8fo6I6h3g8TW6BlfpFhQiCQDKRxtsforN1hOXnlRP0x7E7jYiSOCWMNZpI8VLXEI2TnvmSIjfrCpwEkmnsYzXsdg8Fea5zZmLoSZg0IiaNxGK3jXUFGcM0N9fG0FBo7LtjSvgy6I+hKCo2hxFVVZEmZdOlUzL7d3aNl4y581Or6fCGeOSFJkYjZ/bEzZ/jYcQfo3dSaFTr0KMk5AznRFGnFVuEDFFY1ImkQ9kesY3X13HJ7HN33/+jJ4vk4CC+za8Q2Ppm1nbHhovxbLz1tGNRX3iA7+37CXF5qtfCqEg8EFtJe42T3/RkpFOqHZV8atG9/PLI7zk83ECFrZT24MwLocm4vuoqNpROb8x1ffMbxFtPTLuv8NOf5XvhV/DGsnWozBoTkXQUvajl31KrEHoH0V64FmXvIfwvv5R1rHdFNXM+/DEeP/IkBW8coq4tweF7N3DpvKtx6O2ospxVxFVVFNo++2mUeIySf/8y79DJ062buHfe7SzwzEVVVdKjI2icrtOGwXJcJo4/9iTDzzyFVDcHuTGzQD4wz8a2eQa+sOxTWCUTAz/4PlJ7JuRtqp87HgJTZRn/61tQUimSfb3jnjqAwOxC7ENR8PkRLBbsy1cyVGRlU/cbaNMqV+7IaGsl/+uz1OXPPSvi+d8L/2wCtRKPMfTk49hWrcVYfXopnb/5WukY0UAzo10vnPFYS87SLEPKlnceiUg3iXAnubM+hM5SQs+hb854vrv8BszOelKJUeRUCL259BRdLxkQx7e97wyoFl8rPzzwcwDOK1rF9t6d3F57MysKlpxzgz/c/7PxrIsHln2aEutEBtlk7xTAN1Z/kWg6dlpj7bNbv0xCTo57s6ZDU6eP7/7pAAZgeaWb3W0jzBvjIg2gko+AIKhUlnfTN+AhFjMSNGmwlthRZJVP3boYJZlmx2stWQVr7U4jt963Ajmt8IsHt2Vtzy2w0tLoRRChsCAIaozevjwMJi2BJTbSg1HMxycI8tVLCnHW5jCsyKQGI5wYCJFWFIzH/IiKyrLrankmOKlUAVBlM3Hn7EIO7e6mpWGQD2yswXvshwBoDR7alEI2RSdUgi8scNEeijIcT/HJuaVZHoXJ8CVSfPdwx7T7TsKRVLHs6MsK8SmiQO+6AjhNWEyUZaoGu3GXl9LcN4QpGuK285dh80xk2nWH40gCIAiMxpPUOiykFIVwWh6vJB5JybzSM4xOFLFqJfpjCQaiSYbiE4bIx+tKKDZPH1dPKyrHAhGG40k294xwfUUeDp0Gt17LrqEAW/unJ0KLAuQZdHjjKWRVxaXXkm/UIYkCtQ4zC90TcgKBSIJ3W4boH4oQDCboGgoz6o9TgkA+AidQqJqURJDUiSy5qY5Sh5nvvXCUUNfMg7Gp2MKtF1VTYTOhEQQceg0CAt/b0sixA5M4bwIsXVXCbSvLEQSBXQN+Nh3pJTYQ5ebzZ3FBVe6M1zgd/tGTRd9Pf0x4/z6QJNxXX4PryqvH93WHexEQKbFmBFVVVeXVzjfZN3gwk1k1tmCbCXfV38qjDX8c//vB87+GUZMh/suKjCRKhJLhcV7mLHs560vP55dHfjelrUWeedwz77ZpryNHIwS2b8P/2hbSvlGcl16G+9rrEbU6Yuk4/7btLLLIxmCLwUcPmUm3nTmVvuW2C1kZsDPy/LM4L7uCeEc7tpWrSHm9jL70IsG6UrquXs7r3Zkx7F8XfYxq5+nrrk2Gx2Ol90gLHV9+YMq+vC9/ifALm4gcmtCrs605j/y77p6xvURPN53/+ZUp2ydnm/WG+9GJOh578mukNAKf/9AP/2FE5Jlwtn1CVWQQQBD+uQLRp0JVVQIDb4GqYMtdjb/vDXSmApKxAbSGHKye5ePHDRz7JanYhJCvxb0YnamQ0e4Xx7aIgILBVoU9/3wGj/96/NiSBV8EQUJVkohSJsw9OdRndi/GmrMUBJGB5p8B4Cq5ktHuDAdOZyrCUbgeORViNkjNYAAAIABJREFUpDMTupQ0FjyzbkVnyn//GVAn/O38YP/DWTtKrUV8Ydmnz7nB/971fUbio3znvP9EI2ZP4H9qfpodfRlvkEbUcEfdRh45+hg3z74Wm87Kwtx548cGEkG2dL3Fm90THKOZUl+feusE29/tYs4M8gEAlsJ+1s3LpKHGlKVUL7qMAzveIeLvZOXFN6Ez6pBlhWcfO4B3rKzBB25ZQG6Blc3PNc4Y8svPHWbJokYUVeBIdDmH9PlEmfDiLLGaGUmn6YhNr8hrlESW2c3sDkSIy5nspAUuK/PdFmodGRdsaGg3/v63UOWp3q0TwhzsRZdS67Rg0kikFAVZUTFoJBLhLlIJHxZ3dnkRVVX5eXMPXeE4VQY9J+KZe9P5ExS0hbntw4vRakWeeGQvuQVWlqwp49nHDpBMyKhA0q7DuiyfVnXm9N3JMEVC3O/Rk6jIECcfajj9al8SBOQZ+sF8l4UFbivFJj372kZ44Z1O9DqRXKsBq1nHgC/Gkqoc9rcO85GLZpNnNyKrTOFCxdIySUVlJJ7kkWO9Z5B/nYAwkqDSoGcoHOd4wxCoY+U4DBLJ0TjpSJoCoHiGb3HhihJWrKtg39udHNzbQ/G8PArqc3noTwdRkgrlC3O5flkZtS4L0gwTRjyZZuvWNoZ7AqxYVUbVnKlGkqyoWaTic8U/0oBKDg6MZ4jN+sGPs/SQnmp5fnwMWFO4nJtnX8drXVt5vu2VrDYW5NRzz7zbEAURX9zPQMTLQ4d+NeVa31z7FWy66fWWmkaP81jTn7lv3h2U2ooZUgfY29FAXI7T6u+gPdhJjbOKTy26l8GIl+daX6Yr1Iusyiz0zOPG6quRRAk5GiHe0YGptm580h+JjfLVnd9iad5CTvjbiaVjfG3VA7zbvxe9pOOdvt10h6fqOW00r0J+9iX6PFqWNk4fGovrRQwJZdp9AH+61InXndFs00s6/mfNV86plMjJb2H42WeyCPPToeSBL2GsOrN3JNHdhfdPfyB2PEPnMNbMofgz/zZFkHI4NoJG1ODQn1649x+BmfqEoqQYav0jiXB2hqbFvRiDrQqTY84/6hZPi+GOZ4j6jp72GK2xAL2lhPDQbgD05hJyKjcijS04PB4r3kEfCBLxYAs6UyGixsxgy6MkIz24y64bJ5NPRjRwjOG2J/BU3oLRPvF9eE88Rjw0NeN9WggSlpwl1Cy66f1lQDWNHJ8y2Bg1Rh48/2vn1JiiKnzmrS9RaCngC8s+NWX/c60vs7lzwkX/yYUf5ccHfzn+93lFq9hYcx0A39/3MK2B7NXX11Z9gRyjG0VVeWZTEy6rAZ8/xtEmL7mTMty02hQb1u0iLUts3bGUVErL0kVHsXqiGImPS22c/Pd4axl9g9XkF9lYuKKEw3t6yCu0o6LSfHgA/0iImqoOKit62LV3HsMjTpyOAAZjgtq6dvYKc2lQZ5/23RglkXKrEbNGYu9wkCqbkRPBbAmHG0rt1BkCSDo7gs7JD/b/jA25c/CM7sw6TqN3k05kas1JOjtF9VMNXSUdp+fIROHmormfRZD0xENtGCwVqKIWWVHRigL90QR1JW58I2FUNVMKZXI4QFUURl/ehODKIbR/P+aiAkZefJ6I1khEY6DTXsJwUSl5ip/6hr10l8xi1O6h3VxGqjoPWTu94KZLTTMqzEwwLjLpseo0mP0BenwRQmkdidEkeTkmmtpGiQXPHBbz5JoZ8kZYubSIey/KFCKWZYXhcILhUJwnd7TT0xukqMiGVRJJ23WEEikC3SHikRTGQjNqWkWRFWw1TqRJivJJfwKtVYswKYyHqqJPqzgODKMbC6d95F/XEAkleeo3e5Hl6ft3zaICSlcUU+U4fZpxw4E+tr061eNy9cb5GIxacvKmGgdyWkGUhHNawZ+LAZWIp9i2uYWScidz5mfSxlVFIT0ygpJKIYgi2pycadWafa9vYehPfwBAtFgofvBB2gNdVNhL0YpaPrP1y8jTGOqiIHJlxSXYdFYq7WXkmTxTnm8k5uOrOydCB99Y/UWchun1jM7mHXx265fJNeZwZeUl/Ozwb6Y9Z0X+EnYN7Bs3tE6iK9TDt/f8L+tLzuPqykuRBCmrhJWqqhzznaA33E+JtZB3+vawZ3Ai+2pp3kLm7+yDEx04P/FxKovrUBWFxn/5KNpJNfZ0c2pIdXWjRjPGVk+ulqcvcrIifwlVjkrq3LPP2RiZ7luQYzHaPvdp1OREHyz+/AOYat4fxsJ7gVNT8D0eK15vEEEQUBWZWPAECDDa9SJKemY5hJyKmzE5zlwE/e8FORVmuOMZEuGOafdrdE7kdARVyR5Pc6tuw2DN5jueblxQlTSCeI6K7IpMZPQgoz2vYHbOxV64nsjIIaK+BlLxQbQGD3k19xAZOYSvJxPSXnLJd99fOlAJZepEFEvHiKaiZ00qlxWZZ1tfIq3K2GbQ9zBPauum2ddQas0WiNzeu5ObZ19LMBmaYjwBBBIhcoxufv18A6mmYU5SlnNPkQeYO6+FHSzBKMVZvXI/em2a/WI9B+R6LHKEJdqj2AjzjryYEZxsKH8bU3qAtmMJ2o5lOAonmjKtGwxx1lzUwMvyOjanz4OFKnY5TUiyEkfHbhaNF/a0EGGtNYImcIhd4mIEVSGteii161jLFrSSlZyyG7i+IpM6PRBNsNPrR1ZU6g0xzH0/G3+mlGMenuQAntHsUFNezT3ojAXEgy0ZMp46deWZSozS3/hQ1jZf7xZ0xlz8fa8DUFD3CXT6DFG80GxAK2VizIIg4H38D/jffCNLIE5BIKo1sqtkCfm9x9gx/1Z80UmfawDAxZbSsdBAEAiqiKND5K7Kh0lGRp5O4rKGnfDGFvqLKnjz4uuR5DT1b75GxcI5dKYt9EShK6ZhyDc1y623ZyLUuWxpIdUlDp55qxWH04hGEvB6IyTHCoUOjRH3393by/6GQZKx6TlEPR2nZKsJIGpFdIJAJJqkqMzOmmI3r3snjtM5Mqt4s0Yi36SjNRgDQSChFRhcnkvx673cdv9K9AYteoOWxavK2LOjY9rrHzvQz7wF2TX/utpG2PTkEcqr3Ky5qIqj+3o5NCarYDBqssjsJ1XZLTY9y8+rICffgsVq4Mlf7yEcTODJt7Lmoiryi2xnbUgluruJd7RhW3NeFkdmoDdAS8MgLY1eEvGJezjR6CXgjzFqO8Ssh54jrHOgImJNZry3GncOppo5iCYjhspZBHdsz6SRj2H3AhcPv/wgxqgNFRVNWkdOuorKBQ6uqr2I7+59CH88gFVj5b4Fd1DhKD3t/buNTj6z+H7+2PwUH5x97TkZT9O+DzlJd7hv3Hgqs5VwZ90taESJr7yTMdROVmE45jvBtp6drC1aQW94gG/v+V8ArDoLOmlqhqwgCMxxVTPHVT3WdikeUw7xdJxiSyHL8hch1md7NQVRJFrgwN6VWUz94vocYgYfLLZQ066h2JvknQUWbqi6ivUz8Lb+WkhGI+Vf/2/CBw9iP+/8v2tJkIAvxq6tbcQiSS68cg42h5GOE8M0HuzH5TFTXOYkFIhTVuXGZNYx0BPAaNZhdxpJJdOAMGMpremgpON4Wx8jGZ3sERToyvJTZ1d0FjVmCms/TjzcgSBIGKyV+PvfJOTdScj7zntqQJ1qqCQiPSjpWJZnByASChLse55UdMLDk19zL1pjHuHhvejMRehNhZPa6SUR6SYZ6UFnKpxiPJ0J52o8Zc7JeJXM7sXj45I9fy32/LVZx1k9S1GVxPj8NWN7/wwP1O6B/fy28fEpO88lQ+6x/a+y0595uMW587l77oenHBNPx/ncGA/gxvIbubByOV9555uMxieMhNmOWVxesYEfHfjFlPM/Ou92Qn0utr58DPfYB1xX28pIsZOmdBXWphDGUIz2leXj58wVjnNcLSfJmdP6tXIa195RtOEUQjEYSzX4jRq8uE97niYWITai4msPoCQVKl1+bl+WcZU2D7qYkzcR/pP0bgpr70cYC0U+uauDV95s4+Nr9pNrOX32ykmy3UkMHn+URKSbkgVfRBA1hEcOIogaYr5mooHGrHMlyYreVk7UN6EEXrLwy+P3kZNjofOtd0h0dTH0zFOMmO34C/PYa6ujIzBzGRGdRUsynEJj0pA+heB8cp9kkLBU2Mgf7CYn4GXtsR1EtEYO5tfztqEWVT39hC7qRIoMEZwxP1GtESW/FDkW43LDCMtvvnbK8aqqEk8rbDraS2Wulce3tTLcmc0v01t1mMxazEYtDoeB4XgS31CMinIHpTlmllW4KbUaxzPVTmIgmiCUSpNr0BGVFdx6Lbox4zCWlnmhc4iDo5kV2sdK8vDkmOkKxzFqRPIMOo4f6sftsVBQaCF88ADG2jqadrWyY/couQVWbrhjCbKs0HSon+2bp1eYLpvl4sIrM6V0Gg70zXjcdPDkW6iuy6N+cWGWAOlJyKEQoQP7cJcWcPxHP0EOBcm74y7s560DoPnIAG9uap5yXuks13iYW1Bl1En8D3ekk4TGSljvQiMn0MoJ7PEhtEqCEn8jh+co7Jpro+TEImz+mXWZJkOnlyivyiEnz4LdacxS+H+vMHm1LacVPvvaf5DWZcLdCz1zuaXmBiy6jMcwnIrwwPavo6KelpT+rbVfPSsBybPFvicexrplF1G9wC9vmFoUNsfg4ssr/w3tXzG5ncQ/izydSsm8+2YbR/fPnDU5GaIoYHMa8Y9kxlGr3UAoEEeSBOoXF7H8/Aq02onvUpYVhgfD5ORZspJBQkO78fW8MqX90yG/5h50pqlFz/saf5IVLdDqXdgL1qM3n7kwczLmxdf9EjpzEWbXAgaPP4ooGZBTASStlYK6TxAe3oe/N1MSRhA05M6+k2jUxp5th2k9nllEFuR7WbLKiTuvCpOjYvzZJz/z2cLtMtPb66f9+DBBf4wTTV4kjUg8lmLZ2gqaD/cjaUTmzMvHajcgyyo2h4HOEyM0He5n8cpSZs3J5VjDAMYxj/mpJc7OhPcdB2pH77v86dgzU3beVH0NF5SsOWMjaVnhc79/lHRpJp4tKBLny3fygQtmYdBr8IUSdPcFqCi08e2XfoF7oJxw0sDaVdXk16Z4ueP1LI9TtWMWLf6MJtLGWdezo+EQyWGRMqGKWC8UFXhZMO8Yx9UK3lRWnvXDznNZMEoi3ZEEHoOWuU4L/YFB3h2OEWPmH1GjprCFh+huVblhcSv7lTrmiG20tkgcH3YTk/WkJ3kDrriokorUi3gME4bTcDgTQ86xxEjKEm94l7HI3oiopPBYJkJ539iyio+vOYDLNMF3ss75FxCkKSvo3ob/RU76MdiqiQenTqKDw3beOFrANdVHMRVNHUA9lXdwtDmCFoX4K8+zV5tPu6EAX1LH/asPkGfNDEQ/3r6YkagJlyVOcb7IkRNajA4D/3LNXGoLJsIBR/r8dI5GWFLuJp5KU+4ws7/bx1Pb2xjsDk65/rQ4ubATBQQBZjtjXH/RQqrLC/G9toWhx/+QdXjVQw8jGk7VVM+GrCjsaBtm895uLphfyLqaXHTS9CvS92KyeLV7mK0DPtYXunijb+Ib0KkKn6nOw2a14NuymeGnM+r8fkMu+4qvAECUBAwGLdFJWXvzlhRxZF9mEqlbWMDyDbPY3DeKRSNxYaGLAzu7ONHkJb/YTuOBqTyaG+9cQm+nj71vd5CaVLy1ao6btCZMajCGx6LF9dZjCKkEKhDV2hm0lBPXWui3TaxsRVFAUVRMepiXn0KU4hSaBBq796G06DiWe276PHFDmIhtGNdIKYKcGdDrFxei02sIjMZoOzZV58tg1JCIp6eIgl58TR3l1e4swzAaSeLtDxKLpKiuz53WaJwJJ7+FjhPDvPzUBHfEXAgbb16LTp/dp8LJCAoKNp2V5tEWHm34I+FUZDzT7v8t/SRltpKzvv7ZoNvXxbu/+CZtxTpuvvpztAe6EASB1QXLCCXD6DV6LNq/TX36bPtEOi3T0uAlFk1SWunG5TEhji1AZFlBkRW0Og2+4QjP/ekgyYSMnFYoqXCyen0VLk/mPns6fLzw+IQmlqIRcC0rJOaPE28aQSAjFmypz8EUSWPTaIgl0/SfQSG/siaHdZfVMOIN09vpp71lmNGhCPnFNq764Hy0Og3JmHec2GzLPw+jtQqN3kks2Ionr4hQVIsiJ0iEOxAEDRHfURyF69Gbp3c0RP3NDLc/Of53/6CbQW8eSHm4HW3k5fSi0ymAgtk1H0nnJBiy0HAYhFQTs6s60Ghm5reFI0ZQoac/j6FhJ4oiEg7P/HsvWV1Gb5ePgZ4gRWUOCortaHUavP1BDEYt3e2jBP1xnDkmaubmM39ZMZIk4u0Psmd7R5bY8nsFd66Z/CI7qaSMw2Vk/rKS8fs5qSWo02vGDa33nQH1Rtc2nj7x4vhGjaghrWQMgmV5i7m97oMzpo+GOnt59ZdbOFYh0VdxBCmlo/ZApjxCWhIorcnheKMXy1iYTRQVNFKatKxBUUQQBUx2PXL1EAfSO1E0aUwhJy5vKe5YIXJUwGyKkp83TCRqpGpBN8eVCtrUEnzMHMu/qVhHWDXxtjfIFSW5zHdnuCGj0SSN3gANbaP0DUUYGYkSj6W4Z/lBuoyVHFQnstrqhBZy08MMpVfQM5TAZdVxoqWDu5fso33UzmveZdx3WS2zPFbeaR1me0M/N6+uoDzHQnjvHiKJIySETtRhK9qVt/GHtxrYOPvtGe95Z3cxTYlFCFEvt83djUZUOZpIsSmawKwx8V9rvoh+zP2vqirhkQP4ul+ctq3tbcW83lIOQIkjyN0rMiGeV4+Vk0xruLr+BG93lLCjrZBYKsNRcpliaEQFuyHBh5Y0TtsugNY6m7zKD44PjmeCoij81zOHGBgIo8gqqUnGZl6lg8E2P/lldr50w3yO/+lJaD9BwWWXEkFi1splE+0kk3R/+39IdHaMb9Os8KBZasVoqkEyWNBbS6clMZ4t3gsD6u0BH5u6h2fcX9lyhLbqiXusaj6IPGgmnc4Ol+eZkmy4bQ12p5nBviCpZJqjksL2AV9WMOGCAifLXSZ0ooSSVEmlFLz9QXrbR6ky+9AcP0iku5MOJcGgYSUhfXZ5i5OQ5CQlgUY6XAtnvHetHGeOdye5kelLmqREPScWrEWaP4vX5Zco0hcxX12G3WaicbCFvkQfs9ylWI1mAnsMBIYmFgq5BVaWnVdOaeWExzcRT6PVSSTiqfHBe3Z9HtFwkkN7epDTMkf3ZxuNZosOT4GVkcEwoWB28sYl19Yxa4x0H/THCAXiHG8YpPnwAHqDhrqFBSxaWYbeoCHHbeHwgR6e++NBpsPKCyuZt7gIjXZmo0xR1GlV5RVFZaA3gN1hxDxWtkeRE8SCJwgOvk0qNoCnciNG+2wUOU54eD+KksCaswxJm+3BOug9QpGlEI/p9J7yvxYz9QnfSIS3Xj6Gy2MhHk1NMXZFUcBo1hKLplBO4f7JWhExlTEMTr6dC6+ooafDR0ujFxVQJQF/tZ1I0ekNQIMkEpcVSkx68hUB0ahlvseGIZgkphVBglcf2X/aNgpL7Fx+4zz83U8QD7WiMeRQWPvxM76HaCTJ0f29SJKITi/R2jSEIAosXVNGQYmD5iP9NO7vQFFkUimJoP9UuozKvLoWZEWksbmKqVCxWqIkkxry80ZYvKYWvdHF7q0HaGubOSRdVjrC8rVuIvFCdm0PMDI0M0frTDCZdVkLOrNVh8NlIrfARuksF3q9hqP7e4lFUxQU20nE07Q2e9FopYzki91Af0+AnDwLAV8MSSMSGI1RMTuH9uMzj5OnYvl55VTUeKipzX//GFD9/T62dG/lxfZXqXXNpmn0OHPdtVQ5Kni2NUPa+viCu6l3Z2K4SjJJangIfWERAV+UP/48w9b3u/pAUHGMFFFQ7UUqV0mfEBloz7iV04bMIFO0wMugNQcrEZQ2lXBbpnOc+kYUUUCoVEm7taQsWnzYUMgeqPK0KWqtAhdV1DBw7BGGYmG0yEjOS3ihQWRuhYvL6jNu1ZeP9PLa/l783khWpfaT0BolbqhrJM8dZ0D1UEk/VYs+C6hZsV1ZUfjJy0cpK3RwzaKpHAwlmaT1M59ETWQP3NYVK/Hc9VHe3vMcFYbsTAiLZjnJlkHsS9Yy8tQzJOYt4TstI9TN3093WiY2drvavg0kAmZKS+30D4ZJx9N87sI2tMnMZHbM66QmN7MK++2eubSPTnSwqpxRTHqZw70ebIYEn1135oLDnsqNyKnwpNTVCRTUfQKt/twKpwIE40m+9ZcjlOVbue/C0xPvp4OqqoR2v4scCDKy/3l0l84c8nGWXIk0aiHZ34/9/HVnxf15LwyogyNBnmzLSA14Bnq44rnfIlmsPH3FrQSc04eaDNEIrj0BpLSKRk6wsO81+qrK2LX2UgDWKBF2SxZSY+NDkUlPKJUmmMomWJeGRrl86VxM4RAj3/lv9s1dTntVPfl9HSze/RaWcJCo1kaPfQ7djrop9zEZVreOpCOEmExQfHAv+pSIJ9xJa4mO6u4E/W4NYbORiMVMd9Vq7IYE91xy01m/J1VV6W73EQklKKl0YbLoCKdkBmMJBASCqTTRtMziHNuUsi+nFlnu7wnw+gtN47UPJ8OTb0WUBAZ7M15Qm8NwRr22/GI7g31B1LFajSWVLi68fDZvbDo2XsPyJAwmLTa7gRXrKikqc9DS6OXgu11Zk5ZGI5IeqwFYUZ2TVZrIZEpTVNCLwx4kkdTh9bpwu/3k546g1yc59bO15a1FlIwYbJXojGcX8hzxhhEEAWeO6a9Rfp7SJ1RV5aU/H8nySKSMEoFZNhJOPea+KMahGLpgatxjlDZISCmFpEXL8EI3Jx/MnFDQt/gxD2Y88dE8IyNzs8eWyQLBZwuNIJAe6y95kkRBRxhdVMbmNCJJArlVLgZ00PBUE9KYZ9bl9FNT3cHctR9Bo8umLuS4Lezd1cGe7R2MDkVwuE1EQoksHuBJTFMTGK1OQm/QUF7aSzoZZMBbiN8/NfLhdARwOoJojcV0tGunbX/8WLcJs1WPJAnkF9spLHVgd+kYlRW88YwsTInFgCwrHDsyQMAXo6DETm6BjZ4OH97+IJIkEg0nyS+2Ayr5RXbisRTbN7fgGwuHVlTnUF2fy4q1lQwPT+jUKao6RStvOsiKSnsoRqnFME55gMx35BuOMjKU+T4bDvShKioarYjeqCWVkIlGElllw776vavfHwbUa8/9jzqgd+I/Zuao0MeHL72UHt8Ay0sW0u7t5Ym3XyFmCTDfv4ba4gqKdEFOPPkipqSfTmc9Q5aKLMNHEBSSBToGaic6tSaSJG0+M/8IwDQQxeiNkSzTELLP7F2qMqt4I2+iEdLkmT3Mt1zE1sYB4tEwaIy0nBhFTkyfYq/RiVhseirLnMwrdWLWSVy+vCIjnqikGW1/FY1ox2CqItXXS7yjg8jhQ8ixKJLZQt5td2IoL5+27VTAT/c3v0F6eHqr2nnl1UgWK5blC4kn2jE55hBtaGHgJw9NOfana68kVZpt5CgRC4mGbHKdYAzy6TUHcUgiX3t1DRtmd2A3Juk3biAVT1KWY6Z1KMqBQ5kJXdKK/M9HVxBrPX2xT4DCuk+Ou69jwRYcBesZOP4r0vHM87lKP4DFPbO34u+JdCpM/5EfowopUGAmBQs1mib5wgCOlZfgufbGM7Z7crKINjUiaLTnLFinqiptr7zKnxwlzDqyhyW738rU2aqtoy8S56HGTHHcq0o95Bl1HPNHOOoL40+mmRsMsCIdx/vGC2zbcA0B51ROC8DGoROU5ziRior5Y2MX7Y7pj5sOuXIcmznMglc2Yz3WDqJI3wcvZFO0jfzOBST1URLGMMP57ajSRB8SFJWL3w2S0gj0XX4dZn0VraGpoYVqm4nbZxeSkBWa/BFUVWVJjo2YrDCaSGGQRFQVXHot4qSyNbG0zOOtA7QEZ+YBigIoKkgC6CWJGruJfJOezlAMh17LhQUudKo6XiC6/fgQKy+chdmiQ1GhYX8vb782VehSBWSDRNGSAvrf7UU8ZYGVu6qIfZOcg9cV5xBvHKZxXx8IIEniFMX49wqiKKPRyFSU9VNR1oUkZd+bL1jO4Ggty86rw2TRoTdoURQFb1+Iwb4gpZUudm1rH1/pa7QiRWVOLrhsNibL2RG/pzOgjh0d4I0Xm0mZNQzPd5M2/e35TzmBFEG9SNKQbSyfn+/kspIcZEWlLRRllzfAEo+NWocFRVXH56CWYJQGXxizRqI3kqAlGMUoieglEX8yjVUrsdxjpz+aYDiRYiiWRAWMSoKKxnZCg9kZrJ58C+dfOhtJEnl3a9uMUjYarcisGg95RXZy8jLeuDdeaiYeTZFbYGX1hipyx4z4UErmnb5+4vFhVhRXo/jSNB/sR5YTVJQNUz5nAXFVw1ZvHJvewOpcO7FwknRKZt/OToYHw6gqVNflMn9pMZJWAgEafWG6w3FEQWCn109qUpF2h05DhdXIQreVaruZ4XiSrnCcGrsZ85j3VFVVFCCckkkrCuGUTIlZT8AXw2ozoNFKxNIyMZ1E91CIE8Eo0bRMRyhGUlGxaCUWua3sHw4RTKVx6bUkZQWLVkIviXSGJxYs1TbTeD936bUs89iY57ISS8sYJBG3Yaq9EPTH6On00dkywu33r35/GFAffWn/+MXyGwfQDMjEnXpm2U30TYonJ61apIQ8bqWfRMooESk3Iwsiik4i7j47MpiIgnIazaaTqBC6qRHa0MTjvNQFvrxuFuQsp3NkCL86kVmQaFqKyWcirMmMcgXxIcwamRMGJ4ImhRrPuLxrhEGubXkVAbCuWIXryqsIvvM2jrJCvAf2o7HZCbz25nS3kgXzgoXj5RUkpxPfyy+RGvKCMnVC0ZdXIJlMWdlG54KkRiClEdAnFUQVGiyV7HbU47e6kA1DaCuOYtBnhCkjh6/gR/9yHlIyTuToESyuNvBuAAAgAElEQVSLliCOSQh89bF3GfDG+fa9q3Ba9MipML6ezZhc84j6jjJr3jWMjsYQJT3BwbcRJAO23Kk1lEKxEfzHf4WqZDxsQdtclKQPizGX0qL1aLRmdvXvY3PXW6wqWEqdq4ZCy3tTyHIyBlt+N56WW1T/OaJ9DWjFPHoe/RaaJQ7EomxelJpWcFguwl6bbYAqySTBnW+jLynDWFmJx2Ol5Ym/4P3jYwDM/tVvpr2+kkoy/OcnUGJxnJdfiRwK4nvlJeId7cihicmm5ItfwVg5C1mR8SX8fHP3j0gpKRx6OyPxzIBs0Vcg6TJh70qrnrbQpLpiDbtZaZB4yVnMqMHMFc/9Dlsw2wNyZMEqOubMQ/S4GEpNDSdFYlvQSHnodfPHt0mCwLXluZRbDBwaDaPKQ8SSnawrWU1STmWl/1v15eSY5+LWK4wk7Ywmp5KgJw+K5wK3Xotdp6EjHOPkmD/PZSGtqPgSKQZiUzOEbVoN0bQ87l2YjEKTnlk2I7kGHSpwIhilPRQjkpapc1hI7+wj0hvC5jRy3YcXkZLg20eyw5HL9EFMJ1pRXVU0u11449PXO7yyJAebRkWV43Q3hune04+qqFjtGpaur2I0FqOuOE3/8c2gRGhuqUBvTKAVZTS6NHK+hgJdBCVZTygUJRDIR6PVI1u1iHEZX7+P0aGJb8Fk1nLhxSoGQ4Le1qM0HaskEJyY9EVRQKOVSKflKSGzkzjpCTNZJNadP0hJ7eVIZ+BIaSWJ5oYByqvddLWOsv/dzv+PvfOO0+sq7/z39reX6b2ojbpk2ZZtyb1h42BjbGNKwEASSEg2ycKyZMMmgU1IWdgkJCQsm0ILhGpj44ob7rZkWb2XmdH08vZ+29k/3tGreTVFI1nGyq5+n48++sy95557z/Pee85znvJ7GB/OUKjzMLmu2m0Y0VXSps3cUTtlXNscZVNjhJF8iaLj8kDfeIUHD+A/rerAcl2OpgtsboxUWS0WCst1kZAQCL68q69SgP0EvIqM5brYU6K6VM8gDguy4ya59Oy8fbUNfq68cSmBkMGxgxM0dUcZklw0WUYAh9M5DFlmQzSAkrGwAxqHcgViRQvTdTmSKlCatk54FJl3dzWgShIP9Y/PsCgbikyzzyBt2qyM+LmhtUzj8/JYkiPpPIO5IrP91LJUVk4mT3l3vYpMYZqco4aK44oZ9wXK46gLEtBU9iWyDOVnl8nZQpGY9dmbvHrlu2/3e3CEQJUkbuuop9Vv0NgQOv8UqFlxgiwJyunyU3FQWsbECs5tVVohHWFR9gCJYDN54eVSeTcpgkRJcTRVyyOH1nC3+xKJjV30SMeQEewXiznodqNis0HeR7s8SiIbYMvrq5CFREL10L/8BVw1BYDiCDbsz7NpVw5TVtDdmS/A0VaDgSaNtt4wXYkRvI11iE4LYbpIYQ2KDsrKEJK3vOjYR7LYT5RLgCiRCMguwiuhKAZ2NoXIWGCdbmqApt/8JKlnn6FwcGa20puBpYA2NUwBbFse4Gi7hq2CK0n82lAnUipJqe9kQL5aU0vk2usIX3UNstcLijKrCX8u15XjOqTNcqLB8ewQ+yYPIEkSN/sM1hvV/E67ShaTvsVsnayOn1oc7uLmzutYXbei3KeVwypOoPtaKKQO4gktqRC1zYdS9jiZiS0U0kcqnCU7pRpezaV4f897WF23AiseJ/Hzx8nv2wOLFLwbl1Iq9ZVllraQD4Spf+89aEYdI1/7R/L751dslUgUJ1lWWIyubvT6eqK33sbYN/6F0sD8hKDh667Hc/e7+cOX/uw0I5MI+t+HLJ9UTErmXoqlLVzetJ4PrXwvQghyO3cw/NWvAJDzyPgcBd8738H3pV2MSTlkAYqr0jViY/o7yDUvpf3IFjyJMS5ZciWBq27iyazDrvjsNQQDjsWm9BhOqUS+pZU9RZOMPjMDM+jarMrF6ZkcQk4m0MdGcHM5YtF6tl56NQPB8qJan44T94dxFIVAMUfO8KLZFqZm0GgXGVNPbrg0BN2qxMWiQJddwMnnkL1eTMNLoKWZUiDEhCWwhMvysJ+87fLaRApDlogaGlsnUhxMza7A+VUFWYKM5RCQiqySDtEv2hgVC3dBv6Otlna/h28cGp6T5DUqkiwp9HHQu5i0NDtZJ0AdcSapvrcE1Ho0LFeQmrKWrKkJ0u7R8SCx4/FDxIdn+d1kgeQVeEWJfN7D9GAIMfWX5tPQru/A0SR6AirJXUc4vrPsFjL0ErIi09oZZHSwRDYr6FxcSyKWo7k9guFRObJvvCoGBsA2ZEauLMfSyVLZonpxXagqazVRsrBcwWihRERXqffo6LI8K8Fr3nZ4YTRBvGhxQ2stDd6FeS0WirztcCSdp2i71Hk0mnwGhiKTj+3gG715RjlJRhvUFFq8BgxnMY6lCUc8BOp9eNc0sn0sSW+mQJvfQIhyeanpCskJTHcfTocEXN4QxgUOJHOkzNndc5sbI+Rth6PpwgzX5XTFI6KrOEJgu4JlYT/tAQ8NHp3FIW9lnh/IFnlicJKs5TBRNGn06oR1lf5ssUppNRSZkuPiVxUavDq9mWqeQoD1jWEaNRWPohA1VBo8OoYiczCVY6xgsijoZWnYT952yFg2UV2j5LqM5U0WhbzYU+9DnUfHo8jsimfYl8iRtx00WZrxDVeTRZSVuq/esv78UKDu/fdPCl0S3OJr53X1SrLMnV47l9VojXSQNAFcJDqkYfzPv8Hu4Fr2Jxv5zHWvociCH+3sQQKOxSLkrZOL7s36cXZ623HtAr9++U4M1aGQlzn6usrwkIfXoquQ/AbhiEFsJIfWsQ9ftI9L9+WrWHkLhoS3NL/c5KAfoZiglv0AytowFB2cvjxKpw83buIePk2gnSqBLUCVkGp1JL+C3GggN3mgwcB6fAzD00nHZ/4A4boUDh2k2N9XsUgEr9iEFgoz9m/fotjbix2P4V+/nvp7P0DyySewJicJXXk1gfUXseWrf0o8NsSBbg+9rQaOIiG5gt96KI32JncCSiSCp6ubyLXXIWk6arSG2lo/abkcHzEy0YfYuoOx4aOMJAYoWUXyHpnuoRJ1KYeBRg1CPuo2NBGtm7k7d13Bnq0xWiJRtmfi7G03KOkylzddwu3d15M+9M9VpG19ls1rRYslhoeLVnyUI8leelP9fGjFewGJp/t/Qe/Ya9x+io51fzqP018g65WZiKq0+ZpY4+lkfetFmP39NHeuQAlqTAw9jh0fAP3kswpHYP5oCKUngL0jA/nqcUiqirDnj7mQDAPfytXk9+9FFIsELrkUJ19AVhSUSBhp6SL+tf+nNMYsHFliqEGjtWcD17ReTnZ8hNLuPXiGJjEHB0gEPDx/W5l8Np/+EZuyOpNj/SyxI6yWGikl4iTS48iygp3L4koQDyuk/ArhnEPrmIVhL2DukGVMRWWsuYMtm24iE164EqGaJS7e8guWHtiB6lTLRg4EcHM5EIKSbqCbpeq4RllG0rQZsYE5f5Cix0c0Po58mrlPCYYAgaSqSKqG3t6O2hRF8igonUEy1mH6nSAJIoyIejLCz8XyXq5ceRvJwcd4MlXLPlHtkjUocam8m24tgWYn2SuWMiR1MeiU4wcXSce5XN5BS10PVmkSX2QlQwO/YIe7Ap9UwEHBETJviNVV/XooUWR+F5kENE7ttsO6OudiCuCRJbomTPTBLInJPM2dEYJr6tlnxRmxPdQRp1UaoyU+yoRSw77QMizJhwSYp8hVwqUndgz1mF1lwZoLJwK6ZUfgDxt4L29hj1tWjlZG/HxwSfPbXmblbDFx7Adkkodx2j/M/UMOqTOMs4KyVacn4seryLT6PeRsh18Mxyk4LjWGxs2ttUQMFV2WCelqVTzf0XSeV8dTyBKsrQmyPOyvUjBdIUibNo4QPD4YY28iS1RXWV8b4rKGMCH9zblObdetVDyYQURbNNkZzxDWNZaFfQQ19S2ntLBdF8sVGFMWR1eUFfTd8SyHUzkOpvL87c3rzg8F6j898sdiLDvBpYbG9T6DktA4bLczKLeySjpMgxSjV7TTLQ2g4DAm6rFQeN1dwyJ5gHXSATJPDFPo8dMgK1jPTkCubCJ5YXkXcX8PinDYkz7JjxEK6ViOoJCz6MyP0Fyc5JLUAQLOTG0XoNfbTEoL0FSKUW8mUaYRR1oKPL45zLE2g8WTFpMBhYICpiazypEI7M3QOmHRPja7CX42KOvDSAEVHIE7UUI2PGhtdTiBAlKdXLbIyTNftqo+tDBGoB3VqCHUuBlZnp2JezYIISjYBfaO7uGbh38847xmudQlHRRX0Dpu0T5q0joxNb6L19J15/tRozUI08QcGyX12iuUjh3DTsRx0mnUmhqcXG7GQgblRRBNxU0kZ5ybEzIgQLu+HmX5zMnYHSlSun+YsRqVUlQlclU9jf655dFn2fw4W8QBFqkKtYrM9b6TC1HWdCg6gonhPG3PJNCmYk9sGRR3ZjIClBXs4qX1NK+be4NgPjmOemkE+7kY7uDJd1GtrUMJBnFSKdxSEbdQmBkdeqJtTQ1uPo9bnDtAWfZ6y31UXaiA7TBR34Jqm0QTs8fQnbAoCKCkS3jMk88haRpaZydKMIgRrS23kmSMtjaMjk6y27eR37sXt1AoF481dLSmZiTDwN+znLhb4OfJAsLMgOPQkBxBExYtk/34S0UCDetx03n05haUUAi9oRznaGYnsAKjBNsuR1PqcXNZXNPCLeTRm5uRFBVJUSos5E42W6kY72TSZVm4LnYmgwQooTCSrqH4/Ti5HE4+R/bo69jJOCLrIMsGwnHL180RdyQ1GMhtXkTKwh0tggC5w4vr1Xhkw0eYmHL132cU6KgPg+Lgqe+mENtP4tjT1K26E8Pfhur2cmzX92C2kkWSQuvqTyErBpIkMxQ7yqv9e8l4lrM4WsulgQyqEUXVw9iuiyxJbJ9Ml3f5rkCXJZZH/BWLjSvKLsuIoaFIEhnLJlmy2R3PkLMddsYyuJRdns5U4G68tPB5rUsapFGaxEVmt9tDEYPugEG9m8ApgjQ+xgGtHs2wkUsueeEl5M0iOy5pI0hOmUmovLYmwL2Lzq7o/NsFIQSF9CGK6SPkE3txnSJIMm1rP4ssa7iibAEcyBV5sG98hnXpfYubWBUNkDFt9idzLAv7Zo3ZKdoOIwWTZp+OZw7KlP+ImDWhwHFw8jnUYAg7lULx+2etOnAOn+H8UKC+vvW74uljL6IDvx3xo8/xIZhC8GLRQcPBEXDt1IL2ULbI/imNXXIFjXGb9+0vIgZmKkPHF69lRG/gGneQ0tg4IjkzIK+oelHa/HjaJJzXY1Cc3V0md/sQrkD0F9h2fZQXm+ZXUDwll0v35jjaZlBT18RkbIyGRNkqMF6jsmF/noJH5uV1AS7263RrCg/lSuSF4I5Ft7KidhmJYpLlkUXI2Ez2/gjD34Gi+pBkHSPQhZk7PlUMsfr389espbZzJtnjdAghyFhZhrIjfHVHuaSOoRiUplWXV2yBo87++7wjuIGnE9vw+0KkzAyNvnq8qodLGi7ix0ceYkPDWj666gO46Uy5zpjrEnv4QZx0GiQZKzZJfs9Jgs2iLnGk3UAOBFiz7nrq/PVk0zHqV29Ai9aQ3bmDwsH9KOEI3sVLMDo6KI72kxl6BaeYwa0pIeSTzy7SgtIDx/Hc11k55hzM4PTnkQIq2qaZ6de5WAl/bfUOXmRtSt85zvQAC//6i5A1jVzfMQqKS051MUt5kj4J1YFAwaE2aaMhoV4exT1WQq9vg6vmX3xUPYrua6G2845KFqaZH8UpFcm/vAdrYpzS8f6ycpXJUDreD5KEFAzwRpNNXcqmqMtkfDJXd16FJsmYw8MUB3oRkoVwbOQuH/IiP3KLBzluYCS7sEbHyO/dgxIOMboYvHUK/pCO7gj6QjIHCxa7hcuNHdfyDs9qhg5vp6ajCaFOYJcmqVt077zuUCEE+cQeUmMvYBdjSLKGovqxzfk5dKDMi+MJLsIqTiLLGrn4ToqZk+5iSVLx1axF89ThWBkiLdcvqKCqXUpgleLkE3uwCuMoRgThlFC0IIXUIdxZNldCCETGRi81Yh2YwB5PIGterOHJKgb9GdcBQpaRZ4lXPAH/mrVoDY3UrVwKK9aTS+0iNfIMrlMCBJLioW3Nf6mQ0P4ysDOW4Se9YzPcQje21rDMZ5F2PRRcma3jSTQ3T2tpGwHyDIhm1soHCMolZMXAG1qK23AL3zo8ckYK2HTUGBo3tNRwUd3cBLu/TLh2EdtM4lgZ8sl95OJlDilFjxBq2IQntAhJkon1PUApNzDj+mDDFURbb5px3HRcJKkcLyhL0ttGKHqmcEslJEXBik2CEEiajuz1ovgWVlVkzn4tC2NyiGQ8izU+TvaN1zFHR7ET5bVcb27BHB0BwLtkKU42i51MIBkGij+Ak82iBAIoPh9WIg6Og1ZXj3/tOrxLlmF0doIQp2W1P28UqKJdEt9/4xEWh7sIxA/iZk5yZaQLDWiGF40hAtEe6jpuY7yU5k9f+zLLNZU7V32Ibx1+jOHcyYrN13p1NuoaSrKJ0pMHcCbnn5QtWeVozUVccdsSzOhhbDNWtZsRQiAmTKznJkGX0K6sAxnk6EmNf59p8bPcmbm0VElhXf1qWgJNuMKlva6RUs7BdC2eG3yZwVmKep5AvbeWFTXLWFGzjKHsKKqssHNiLyEjyMZoJ1sn9hHL9OOVVe6cyj70hnvwhpai+5rRfSc5eIQQ7Int56dHH2M0V86SU4FmVWHArl4Eao0osdJMedZ4oty+6Ba+ue/fTzvuW7puQEZiODdKb6qflDltMhCCSMYhUHCxWhv55KUfp857drwywrUxC2O4TpGJo9XEl5gymd1JJkZMgs3ttPqbwWtSUvtw9hdQrg8gnRIjYe9N47ycRPb68fWsQAkFUcMRfKtW4+noZDY8O/AiLwy9wpq6ldzYfjV/+difICQINbSScvJ8bPld+GXYmuhncPRlNgdriOIgOdU++JIaYULSaXUySG55IXeROR5YSTh7kIAEI5Kf1yw4lhooK1En5AB8oOcuNrdehmMXGD/8bazi2JxyUz111HXeiVmMEev7ybw7e93XQv3iD5Aee5HM+KuV47LqJ9p6M6oeYezwN9A8DQhhl2tdOfN/J57gYmq77gTh0tTSzNhoDNfOEzv+0Jx1tE7XX7DhMjLjr2KbSTzBxah6GKs4ievkcawsihaikJo/VtAb7iHadivZ2Bukx17CG1pS/hdehqLNtHraqRTZndtxcznkQACpXsYIdGANj5Lbs4tifz9qKIwQLpKi4BYKFI8dRa2txY7FqvqSvV7UaA3enuWErtiE3OiDpIXe3IYkyzPoFM4EdiaNEggu+HrTcRGUY4t0RabG0HAti+y2rfhXr0UJlC2swnEQrsNE7/dAkqnrvhuRt5ENo7I42a5gsmhyMJVjZyyDMVXKaUlA53Bikv6iyp2tfoK+MMnhJ2goHiBGmPWr7wPXpJjtI1B70YKUSOG64LoISSI5/Dj5xF5I64RqNxLovgjJ8CxIBoX0EeIDj2D42tC8jZWEF8daIEnvNNR134M3tBTHyqDokV8axcnZQgiBME2EZeFkM+T27MGaHCe/Zw9OPodWWweyjJvPY02Mzxp+oDU1oUai4Di4xSKuaaIEAniXLEHxBygcOYw1OYGTyyMsC8XvQwkEcQp5nHQat1SasTmRVBW9rR1hWZgjw0iqiqwbONkMyDKyroOilN37nAyNUIJBJE0vK1/TdR5FwdPZhRIIIPv9CNPETiSQVJXA+g1YiTirfufj54cCxRSR5glYpQRmbggQc5IROq5DykxT44kihOAr27/O4eQx7ui6gZ7kq5UXUQgBWQc0CQTYWxMM4rKj24M3qrHEqiFg30DPxhZSvdVlWx7MFrk6ECLKzAycsUSA0ZDDOqW8mOVcl+8WZBLm7IGxp+KihrXcteRXqli95+I5GcyO8NrI64zkxhjOjZI2z+zj6VYV7gx40KZ9nLq3GbM4BsIlJXnZkU9yjddg3HZ4pWhxi9/AkCR+mi1ycMq6p0gydZ5axgozWZnPFbyah19f9SE6Q+141TOj1p8PmfHXSAw9Ufm7qefj6L65s/KKiQFyiTfIpXbi1XsINV2LFqqpZBOeLX7e/ywPHn3stO2issSVdctwC8OsVs/sWzxuOTiSTJMCEgqHvIu5umEF+cltmPmT5Sj8NesJNW4mn9yPogXQfS0V9uNT0bD0Psz8CLq3iWK2j8z4Kwh3puUgULsBszBWdZ+5oHkb8desJ1Czlszk60iyjje0GM1zkqNq+jchXJvE0JNkJ7ciKx40byOK6scqJfAEu4i03IBVGEeSNZLDTyGEOysz/nzwhJbgCXbji6zCKoziOkVsM4WihQjUrjujvt4MhBBYoyPYmQzugd2Mv/ByZYd9KiRdLy80gSChTZupfdftyB4vTqGAm80i+3y4pokWjZb7tm1SLzxP8uknsdMp3Hwe7/IV1N72LiYf+DHFY8cwOruw4+X7GZ2dGG3tuKUS/pUr0RqbKB45glZfD4pC4cB+0q++gjVeVsqNrm4kWaZ47CiSquJZshRJUbATCczhofLi1NFJ5PobMNo7MNqqWdHdUglzbBQnk8Foa8dOJZFUlUinjwPP/A0YcoUyxB0u4uxJoxQD+HpW4luxErW5huzR7Ti9SYoD/eVQB1mjdLS3vJtQJNDLxJZkp1Fk+DXkJi94BM6+DEhS2ZUrKzjZDKErNiN5VHLm7nIdOK+MyNi44yZSWEWkbaSUAo6L1tKELAycUg7bjCGwy3GruoTiCRNYsRbf4nUYja0U+3spDQzgW7EK76JFp303zqUCJYTASacQtlP+33FIvfQCbj6PsG3seAzZ40XSNNRwhOzunbjZOda4U0in1Lo6lEAQNVS2EArHwYpNYo2OVtpLuj5rGAeKghqOICkyrmXhZDIoXh9KKIikG0SXL6UkZJBkgpduxGhtq7jrhG1XkpScbBYUBcXrrZyrtJu26bASCXI7t1M8ehRzbBS3UMAcG501o/0ENj/4k/NTgXqzsEsJxo/824LcAaci47r8JFskj0LGKS8QCnBLIMDqqbVzb8ni4akA6qAk4ZUlEo7L9OWk0VfPh1bcy9MDz9Pib+SR3icr5xRJ4SvX/vmM3cZCP4x4McFDRx+vVEnvCnXQ4m/k0qYNTBbiPNL7cxp99dy19F0cShxlODvK9tEt3O4vKyRd2sL9wj/KFDhmz3RFbG65DFVWeG7w5fKYkHFw8ak+8vbC0sjX1q3Er/qp99VyUcNaIkaI1qbaM54chHAppA5iFScJ1G6YMx06OfwM6bEXCTVdTaT52jO6x9mglBuglB3AX7MORfPjuhaSpHI8M4gqqzzR9wzbxstm/lpPDcvD7aiKzusTe2nH5I7ATAXyREKqOyVxADe8ioJdxJ87uqDnMvzt1HTeMSsBaS6+i1j/T5EUD8IpEqy/jGjbO2btxypOEj/+syl3hET9onvxhpeVM/Xiu8hMvIpVKC+qgbpL0H2t+CI9OHYeWfGgqKc35b/ZxSIX30Os/340bxM17bdSzPRSyg3h2jlUoxbXzhNuvgbh2mieuhns2ucDTsjAmphg/AffI7dje+WcEgii1tYiSqWK22LWxANZxtezAjudwo7HZsa/nWvMwuAoezwooXBF0ToBJRhCra3F09EBkkzqudNTuMyADKfjLJDqdSRdxk1Y5ahgW0LtrEFoBdyUjZgsgfXm1j1J10GSZlcKFgBP9yK8S5eVi4EfP46Tz+Hp6iZ0+RUgSeXYntgo+XyJYm8vkizj5PO4U/yARlc3sseDrBu4ZtmFlj+wHzuZwMlmkQ0D79JlyIYH1yxR6u/DHJ7b01Ee1LTfUlEwWtvKVkSvF6OjE09XN97FS1CCQYTrIhynHG84R4UI4boI00TS9UqbYn8fTjaLsCzUSASjs2tea9wvwwonXJdibzlu17t0GcJxKB45gnAdhOOy5N23/r+pQFU6FS7FTG/FfdOw9CMIJCYOfwMASfUj7OqMt8do4h2Lb6Er1MFobowfH/4Z++OHALjco9GgyDyVN8kLwUdWvp8dE7sZyo6QKCbZ1HIZ17VvJmKEUWV1RtkZ0zH51r7vs2NiD5+//LP4NC9+7eQiMv2lsFybvbEDrKldgSLPjN/oTfXz5W3/AMA/XP8/TyuLg/Ej7JrcS8bMMpY6ymrFYtR2OGY7XO0PskKFhu67Ea5FbqrQb133PXzppS9w3DL5TMTPo26UvelB3tfzHq5qLdf++6fd3yZj5vjUxb/FsVQfQsBfv/GPcz5HW6CFiUIMx7WxhcPicDefuvi3ZpXBfDAL4wi3RGrkOYqZY1XnatpvA0nGF16BPM2KJVybYrYfT7D7nMaNFDPHSI08hye0hGDD5RRTh8nGtlPMnFRoNG8zVmEEX3QNdV13Vo67U8kIZvY440e+PWv/kdZ34A0uQlK9KKqPsUP/ekqF9pnwRdegGjVYhQkKqX2oehRZ9RFpuQFPsOvND3oBEMLFsdKo+tylHk6HczFRCuEsKAbqfMWpMnAta1ZLqJPJEHv4IZJPn9ysGe3tuMUSVjxWcXvIXi/By68gvPkq1NpaZI+HzJYt5Zi3YJDQFZvwdHUjhMCOx7HjMczxMQqHD5UXOdtGjUSRNA1cB6OtHdnwENiwAeG4OOkUajSK7PFiTowjSVI5/mTKTehaJqlfPIs5OkKxvx9zZARRmpnw4Fu9pnyvaBRcF7P3GK4so9XWYeZGcTM51JpaRJeJvNiPGCvijpZwx4pIHgUpqiF3+JD8KtjgaeiilDuOooVoXPZRVL1MkuxYOfKpAySOP4li+wjXXIOZHSbjbqk8ixgpIXI2UkRDVg0CvisQkwXcqEXBtx9w0bQGjFAH4carcdMFhOug1tRW3Eayz4colSgNDZLfvw+3UMCKxzARJJcAACAASURBVFAjUfSmJrLbXqdw+NA5eWdmgxKJ4KRSMxRbo6MTtaamQhUUvPgSvIuXImkqSigMQlQUMK2+HsX35moangucD3Fg500MFG+RAjXnzYQABJIks2XoJRKxXfS0XU9reBGaMnNicoVLf3qAp48/T9Ep8c7um4gYIWo80Uqbgl3AuwAOoUd6n+TRadao37vo4yyLlmsPTX8pXhh6he8ffIDLmi7mwyvvndHP3tgB/nHnvwLwN9f8GbqycL4SIQSThTij+THqvXU0+RvKcRinKBVpM8N/e/FPUYFPR8s781DLzeQnt+IJdlPT8Suz9v/bz/zXWY83+ur548s/w7f3/YDXRrdVjk9XAE/9MIQQJAYfJZfYi+apQ5JUQFDKVpMOSrJeRUlwAr7oWiRJxhvpwRfumVcuZ4OzqZiOJJf5zAB/zTo0Tx3psZfKmTjT4K9ZT7jpKlQjOqOLid4fUUjuP+2tom3vRPc2ovtakGZRxM93nA8T5duNM5VBZttWrLExQlddjRosu09cy6LYewxPRyeSYZx3GWtONoudToFT3t0bbW0zMqjmkkMx08v4kX9D0cM4ZpJg/WVEWm/EMTPIqg95Wt1OszCCZtRVjs0H20wRP/5QVYJCNU5lByrDF1lFXfddp+1/1nsmE5gjI7iWid7YhLBtcrt2YY4MoQRDZVdaMYuybBWKz4fW0Fi2OHk8uMUC5tAQTiGPMC2EbSFsB622Fs+ixciGgVsqYSeTuIWygnfCmvQfDefDvPD/rQL1diJjZvnG3u9xMHGylENboIUaT5SGcA0bouvpTw/yg0MPACAh8dXr/2pGP1tG3+Bb+74PwJ9c/hkafAsvo7FQ/Jfn/4SCXTb1fzY6u2tDVjwYwW7quu6uTMpPHX+OiXyMfWNbiU8L9vvEyveytukSft73LA8eOxkH9LfXfLGiuJ74MFzXIjP+GqmRZ077nEagi4YlH0KSJArpI0wc/d6s7XzR1dR23vmmFg8hXKzCKI6VRQiHyd4fARBpvRkzN0g+WSbvrGm/DW94ObLioZQbQPPUkRh6inxi15x9e4KLaVjyQVzXorGx5rQThBCC5PBTZCdfJ9x8Ld7QMlQjSmZiK8lp8V7t6//7LzVT61zifJgo325ckEEZ88lhtg3gm4UQLiAhhGDi2PconWLpPgFfZCVGoAPd28TY4W8CEG19B4oWRPe3zahl92Zx4X04P2QwnwL11pEn/H+OoB7gk+s+xtFkH3+3oxy0PpgdLmfcTcJTvFDVXiCwXJucleOho49Tckw+sur9FeUJIFFMnZUCNZIb4+FjP+e9y95N2KjOIrIcq6I8Qdkl5DoFiunqGl6uU6SQ3M/Aji/iCXYTatzMBjJkC3volwRxoE6WucmnExl5FCvSzebWyxhNHeW1WNlc/fvPfY6/uvJPCOhl07AQgvTo86THXqrcp37xB7HNBBIyihZEVn1YxUkMf2tV0LE3tIS2df8N4ZQw8yPkUwfQPHUkh54kn9iD7m0i1LhpQfJx7SKSrJIYepJcfOesFi6A2q678EdXIYQgmL8MzdOArJzc1Z1wmdV03IYn2I3rFAjUbsAqjpGL70aSVBTNT7C+XLJmoXxdkiQRbb1pRupzsO4ShGuSndyGY6WxihOAhKqFELhIsla5h+sUKWXLCt5slq5Z5eJajOz7BxwrjSQbNC79cFVW5wVcwC8bZ6M82aUkY0e+he5pRFIMbDNBpOVGPIEO8ol9TPbN5L+r7boLX2QlmYnXSA79HNWoobbrPZX7R9tuJTH4WFXCSv2i95Ec+QVGoINw45XnZZzdBZxbXLBA/RLwWO/TPNz7BH7Vx7LoYrZP7D79RbPg3mXv5uq2hSkF0/GV7f+HQ4kjaLLKb6z5MKtqlwMwkBkmVUrxtV3lWLEPLr+bTS0bcawMxexxfJEVlLJ95FOHwLXJxt6Ytf8dJYsn8iWujXZwGVMZPYEOIs03MHb4GwzaDt+doulfEWjk13reRUNzB4e3fxczP4Ss+qntuB1PaPGb3l3apQQjB75eVoIkBU+wm2D9ZWVlTDHIxXfiCS7GLIyQGHh0zn40TwOKHkLRgqhaCG94KbqvZc72Z4tzscNKj79WZYmajuYVv41qRBjY8cXKsUDtBiKtN1Upf1CWXXzgUQJ1F+MN95AYfJzsZHWBaUnx0LTsY5j5ETRvA7q3kXOB82Gn+XbjggzKOFdyEEKU56/E3lnnroalH2F8ypI0Hd7wcuq67zmZ4e1OcQ/KJ+0Nrl1gZP/XcOy5srElmnp+A93XVInNs80kVmEcT2jJgua5C+/D+SGDCy688wCxQoKwEUSVVYyQxK//9DN0hzpoDbbw4tCrp+9gCu9d9m6uOQMlSgjB7zz72apjX776Czze9wxPHX+ucuyupe/i+var5u1r4tgPKKQOVh3z115ETdut9GWGaA20IDsFRvZ9FSFOZgfJqo/RYoZvTClROmVy1PW6iiRJNK/4ZJV16c2ikD5CrO+BCiHioO3QoMhzEreegCRr+CKrCNRdhOFvn7ftucK5mCDKsSHfOaNrNG8TTT2/UVkkXMdk5MDXcMxy7UfD30EpN3/tPYD29X9U5Sot5YbITGxF0XxEWm5asBv1TOXwZviQZu/PYbLvfhwzjS+yAhConjpk2SAX3wWSRKBmPbLqxSrF8Pg7qxIXzgXOh8XidCjaJX7e/yw3dlyDTzt9LOjZ4FzIITH0JJnxVxbUVlI81He/l2L6CEI4RFpvXtC7Vc5C3YFq1DB++Fszzvsiq/CGlxHrf2DGuZbV/xl1Fk6x6ZhLDuf63T+fcT58ExcUqPMM9fVB9vYfQ5GUMr8VgkOJo2wd287FDetwhVuxCgH898s+zV9v+0fyU6629fWraQ00c2vXjZUPyXEdHOGgKzpCCFzh8tOjj/LMwAsz7v+JNffx9d3VH/z0IPe5cCJWIDn8JLLiI1B38aws1LaZJtZ3P6XccSRZp23NZ8gldvF3e37A0CmlCj6w7A6uaL1iRibjm4Vt5XHsHP3xA3zl4M9oUmTuC53MhFTUAPVLfhXXKaIZNZRyQ+j+ltNOauca5yb7TDB++JuUcgOEGjcTbr6eYuYosf4HcaeyT2XVR8uK3yYzuZXUyC8ACDdfh+5rRlH9jB78p2k9VgfNnlCSHCvL0J6/PuXuUplPKboGRQvMIDL116zDE1yEL7r6rNOVi5lezPwIkqyBcCnlhyikDuGvWUtN+zsXKqYZyCX2Euu7n9kChBcCX2Ql4ZbrZ6WJOBucD4vF6fCTwz/jmYEXWFO3gt9c+9G35B5nIodith+rMEYhdRDVU49m1OE6BVIj1RQJNe2/gqz6yhZTSWL88Hcq9De1Xe/BH109W/dnhBOKjWPlGNrzv+Zt6w33UNv57hlW4OmorfUyOZkvZzS6FhIyicHHKtY01ajFF1lOsP7yWSldygrezqlvZR2+yNzJNaXcICDOeOMohCAz/gqZ8Vdx7CxGoJNo2y3/T1mmLyhQ5xlO91K4wuVnx54gbWa4e+nteFUPr41s49v7fzCj7SfW3Meq2uX8xda/ZSQ3hoSEQNDib6pibZ+OdfWr2Tmxp+rY3137F7PSKJwthBDlml6SVEkt3z26jX85cD9+zUeylKq03dxyGe/veQ+SJGG7NvcfeRhd1rl98S3IkkyqlMaretFnyZycC/+8+zsM50aJGhEOJE6SLH5g+V1c3rCmKj7o7cQ5c1e4NkI4VROyYxeIDzxMsPZijGBXxW1QzPTNSaUQbbsVX3Q1Q7u/BDDDOiiEw8SxH1DKDSKcuWvwnQpPcBF13ffMuWCckMOJzFnXziErPgZ2fnHW9tPRsOTDmPkRipljBOo2IKs+crGd6P4WdG8jkqyjeeor4z8Re5cafW5aL1NFFikrRq5r4phJZMVDoO4SXKdINrYd1ylUrHTTxxZtfyeKGkAIZ97SNtNxqiWhvj7I6PAomYkt5JP7kGUdSTFQtADhpmtQjRpAlNmsVX+VS+mXhe/s+yGvjr5OWA/y51f+0Vtyj9N9E/nUQbKT22bEaZ4K3dcylXQx+8ZQuA5I8ltizYkPPEJ2spyBHG6+Fm94+ZRFXJrVbShJKooeoXHZR3HtHJN9D2AVRqgQX0nK7DUSp9Cw5EOY+WGKmV6K2b6p0pTqKfGcMg1LfhXN20By6Cly8R0z+tE89ei+FqziJLqvhWjrTbhOgVJ2gGx8J46VQfPU41hZStm5shZP9iWrfsz8UDnQ3teCqodRjTocK4Ws+sB1KOUGUfQQvshKdF8zjpmaGkc/Pr8f2w1il+IgydhmEoRLpOX6M4rHFELg2FlkWUNWypZj4doIxIx1YHr2PlxQoM47nO2i6QqXF4deq2TuncA9y+7gR4cenNH++varOJrqY1lkMTd3XocqK3zmhc9jT/n0b+68jj2T++kOd/KB5WeXjns2Y5AlmaQ8yeeeOklrsKJmGREjjCxJvDRc5mX53fUfpz3Ywmde+DzLIov5vQ2fWNA9jqcH+avX/w4AWZIrHEwnsBA+rV8W3o4dlhCCod1fqqJTUPQITcs+WilVYuZHsK30aSkhbDPN4ODPkVPlrERPsJv6xb9KIXWAXHwnrlOqoqLwhnuwipN4Q0vwhBZjTZXgqalvZ7R/ywyurxOQVR+Gv6NMXuhaGP72GVaG+SArXlyngKJHQAgcq6wE+WvWEW66esGB9XBiZ7+LUm6AfHxXlbu6AkklULOOSNvNyLI2ldU5hm2lifU9gHBNZNVPpOVGdG8Duq8Z1e3j2M7ZFdtpIwFcVKOOuu670L2NlHJDyKq3Ygkrb15chLDITr6BatQgq16KmV48gS40byNWfgQ90H7Gm4j7Dz/M0wPPA/DFzZ8jYoQr52zXRpGUN62QzPdNnCBMnQ+KFsYXWUGk9ca3NSv1xNp6armw0YP/hFWYfXMrKca8JZAkWaep5zdQ9QiuW2L04D/jmLMXYy8z/i/FCHSQHH56zuSYNwvd30a48UpUo7as2GZ6q0pIyWoA4VoI9+xIR+dCOZZ1FNfOo3ubkLUACBfVU0spOzClgJZj2qaXb5IkFcHUBh8JRQ+d3BRVFFUZw9+KQLBm8+9dUKDOJ5yLRXPr6PbT1qNbX7+a31jz4apjDx59jJ/3P4uExKcv/iTd4dlru73VOCGDPZP7q9yV8+FUK9meyf30pvq5rv2qSmZf3srzmRc+X3XdB3ru4nsHf1J1bE3dCj626lcrVq1DiaPIksySSPebGNXCYToWOyZ2c+uqq4jFcnO2c1yHr+/+Fhc3rOOy5ovPyb1d4fLDAz9mnUjQ1XodntDSN7XoneADk4DPXfZpmv3V5nvXMUmOPEN2YsssV8+NkhAoaoD2ZR9B88ysk2ibacYO/QvCtdB95SzNYvZ4eeKU5CnLQ3nXOt1yVFbG2qhpf9ecbPYLhZkfIT3+KvnE7Ikh/tqL8EVWkh57cQan2Xzw16zDNpOYhbF5LX2KFsSxqucSSTYWvFhp3iYcK4M3vIxg3SVo3sZ5lY4fHnqQ5wZPZs3eueQ2NjVfiiZr/Mkrf0lXuJOPnzLnnCnmKnUVP/6zitVE0UKoRg3Rtlsqyq9r5ZA1/3lhWV4I7FICJKWsMEkSI/uriYk7Vt6Nqy0texVcCyHcGe+rEC6x/gfL9f5wCdRvJNp6E1ZhDEWPVqyhrl0kNvAzCskDSIpOqOEKArUbpvoMIEnyVNB9P7aZQtWCJIefxiyOY/ha0f1tKKoXT3AxQli4TgnN2zhryIMQAuGaWMVxVD2KogXKZK2lGPnkfoRrIoRA1YJIslrm9bJy5OI7MXODQNlqZwQ6iIQ9jA0foWwRUhGuhVUcJ5/YN/vGZR5onsbyPGBnURQfshbAMZOVot1QdouCwDZTFYvfxTd/6YICdT7hXFkd0maG7+7/MXti+1lXv5qNTRvQZJXDiWNc1LCGqCdCSJ89pqfkmBhnQMp5rlEpW+Ha/O+d36A/M1ihU5jNagTw0ZXvZ2l0MQLBG2M7+cmRh6vO/+cNv8XfvPG1yt/v67kTGZlNLRuZKEzyaO/TbB07mY1zW/dNHE32cWv3jZXrlkeX8sEVd88gTzUUY944LdMxOZzsZXl0yZQr0pnX5fitfd9ny+gb3Lf+bjbWbJyz3XB2lC9uKccdzWc56031kyylWV8/d6yRK1wOJ47x9MDz7I2Vd2RfuOKzCyrivG1sJ4eTx7ii+RLag63IUxPu13d/i92T+yrtWvxNfO6yT83ah5kfZfzIt/GElqB7myqlYRTVj8/vIxUfJNr2DuKu4O/e+DopK3vacZ8JyjF84i1hKxfCZWjkJb55+BEyruDqmg7WuLFZ29Z03IGqB4mPPI99SqC+t/5ydtoKhuplQ+N67j/yMDe0X02TJ4yk6JQtUDCy76vVJazmcfEYgS5k1YuseHCsDGZuCFWPYE7t0E9FqHEzur8Nb2jZjHfpm3u/X/UNncAn132sQvj7Z5v+EI85iSSpqHp43uK5xzODPHDkUT604p7KN3dibig5JtvHd7GhYS1mYjfxgUcACHbfS3SeeJ7/qLDNFI6ZRtGDqHrkLUusOJ+D0Gdza88mg4PjO4jaKULBjrLLsRRDOEVk1T9VXH4Ew9+Bovpx3RKqHjkja+QJJVC4Fk0tzRcUqPMJ59ptM5AZptFXd0Ys5W83ZpPBZCHG3thBrmq9vKJYjeUnWFXbw8sjW+foaXZ8fM19rKtfVXXsWKqP/7Vt7vIzJ7CmbiWfWHMfkiSxZfQN/v3ATzBdi3d238TNHdeiyAp7YwfoCnUgIaHIMn+x5W+JFRPUemqIFctUDs3+Rj6+5j4afHUkikkMxSi7YYdf5WfHyrQDK+qX8DtrPl65tytcBjJD+DU/dd4a7j/yME8fL7tM7lv5PjY2bWCyEMOv+StFmPfGDvKPO/8FgN+76BMsiy6eMaah7Ah/vuVvZhxv9DVwddsVXNp4EYqk4FGrY5ReHt7Kdw/8qOqYV/Xw3mXvpmgX+cGhn1adq/fW8vkrqrM+pyNeTNCXHuCloddYEunm1u4by9dNex9OZbj/iyv/qLIROJEs8T9f/3subljPrd03VNr9YuAlWgKNp02GeKvw+uh2vjFlFW70NfD73ZtIDj9VOd+47Ncw/K2Vv3//mf9KvSJzRdvVXNNxDT/oe5iXBrbN6BfKv/2ljRdVFhfbTJOd2IKs+culjDQ/jpUpLxJCoBrRBS2UdimB4xSwSwlyse1VLtRw0zWEm68BwCrFmTz2Q6ziOEdMmwdzRabv/xXAAbpUhXuD1TFgqlFDpPl6vJEV5ZiTqYXMLiV4YN932ZYcII/EX27+QzTXJCkmePCN77KjZCIB99Y00iHKVtpXCiZWdB2/uuKeecd1tuhLH6fF33RezKXnQwD1243ZZDCen+QLr5Y3VX977Z+jvcWxgBdioM4zXPgwzlwGX3nj6xxKnqw51x3q5I7Ft/D80CvUeWv5eX85HiasB/n8FX8wp/WnN9WPoRjsntzHQ8fmL81S761lolBtRTAUnatbN/Hk8V8s6Lm9qpcaT4Sh7Oy7fYCOYCtRI8KiSBcPHHmkcnxT86UzFMf7Vr6vQq6qyRqbWjZyMHGE0Vw55qDZ34hP9XL74lvpDnVQdEo8dfy5inxOh57oEjyKwZJIN9vGd9GXPmkhaQ+0UHJNxvOTVdc0+Rp4Z/eN/OveMjN8d6iTwewQ1lSsXU90CRkziy3sGdd+ZOX72R8/xFWLL6FFbUeWZH7/F394inzaUCSFkB5g5+RedFnDdE+W9P7NtR/hx4ceYnJKcf3SVV+gYBep8USqFuwzge3a/PUbX6M/PcA9S+/g2vbNc7Z1XIfXRt+YoWjeveRdXBFtR7gm3vCyqnOjuXH+9LUvA3B50yWsb1jN/971zXmf6cMr7q1y4yZLKfya/5wuILZdIJbYjzn8BMK15m1bUMNIvjaS8V00qQuz6hVcgVdemPUj47rokoQxpQRuKZo8WyjH8aiSwk2d13JT53XnzJJ+4jfpCLby2Ut/75z0+WZwYZ2YXQbHM4P81dZyjOs1bZt577I73upnuKBAnU+48GGcnQxihTi6ojOaG2PpKVaWrJUjVUrT4m86I/O0K1xeGd7K0VQfty++hR0Te2YE5F/ffhXbxnaSMtPz9rW+fg1r61aydWw7HtXD9vG5y7n85tqPkC5leOL4M8QKiTnbQTlrUgJ2nJI5eTZoDTRzc+d1rKzpwat66M8M8MbYLp4dfHFWt+kJrK5dzkdXfYCSY/L9gw+wa3IvUB7zx1Z9AEVW+N6Bn/DS8Gtv+hlP4LOX/C5f3vYPOPNkH50OHsWDoejUeKK8d9kdtAdbKTklxvOT9KUHuKz5YrRpBcGPJHs5ED/MqtrlfHnbVyv9fPriT7Io3FX523EdjmcGiReT/OveauqGBl9dlaL4weX3VO7bHepAkZWqWpl1nhqCepDedDlGqtnfSIu/iW3jO2eM5/r2q3jXolt4bvAlfnq0TAR719J38froDup9tWxuuYwlke7KeHJWnqPJXnRFZ3nN0jnl1Jvq53sHfoKLYDQ3xu8vvgYjPtMaNuLKNEgOyjzf2GtFk+cLJi6wuWUjN9YtJjfyLMqcpJNlZFwXWzbwC7OKsy3huDyRL9FvOzPc9F7Vy8qaZfzKopvPuszVcHaUnx59tOLWhrcm0aQ/PcC/H7yf9yy5bUFW0gvrxOwyOJLsrbwDXtXLl6/+wlv9DBcUqPMJFz6M81sGyVKKf979HRzh8r6eO+kMtTNZiPFo71OkSmUlqtYbZW3dKoZzo1zZchnJUpomf0OVtWMiH2Pn5B5CepCgFmBJpJuiU8J2baKeCFCWQ+/wKHsnD/Dg0Ue5ovlS2kNtaLLGG+M7CWh+7lh8K7Ik82jvkzwyteje2nUj++OHqixEH1x+DwW7wEvDWxjLj1eOX9O2iXd0Xn9aKojnB1/mlZGthPQgh5LHMB2T9fVr+PDKe2fs8h3XoeiU8GsnubVc4RIvJjEUHVmSeWbgBVKlNK5w8ale1tavojPUTn96gEXhTh7tfYon+p9hc8tGBnND9KeGKn19ct3HWFW7nFQpzeN9zxDSA7w6uo3JQoyLG9bR6KunYBfZHz/E6NRYWwPNxIvJqtJEC8XaulUcTfaSs/Nztrm08SLqfXW8PrZ9hiXtBAKanz/c+Cm+uuOfZqURqfVEsV2blFl+96fTjXRF2njPottp9jeiyAr3H3mYzS0b6Qi28fCxJ3is7+kzGlOjr56x/ETl7xZ/E5taNnJ58yUcSR7jmYEXafY3UOepYTQ/UaX8Xtd2JTd2XMvT/c9yQ/M6vIqK6m3i08//MYt8dfzW2vsAMPPDCGFjBDqxi5MISeY7vS+yK7av6llUoFlVCMoSthActx2KU0vPu7pvZsfYdgamPWt3qIOPLfsVooF29sYP8d0DP+b9Pe9hbf0qDsQP8/c7/olTcfuiW1hZu5ySU+Jv3vgam1s28v6euyg6JX506EFM12Jt3Up2jO9mX/wgf3TZZ6j1Rvnx4Yd4duDFqr6+dNXn8U17t+eDK1we63saRVK4qeOaqkSXvFWouNr/bMtfM5obQ5Zk/v66vzxtv2/lHCmEoGAXFjzG2a7/ZcRRzSaDvbEDlXg7gP9xxR9gKAYDmSFW1JYtvc8NvswPD/10htX2LJ/hggJ1PuF8Vh5+WbgggzLORA4nJr2slavabRftIlkrT513JqHj+RwwOh11dQG29x4ipAcIaP4z4iQ74So81ZWVt/Lk7SLPDrzAyyNbMZ0zS+Ou8UT57KW/y48OPcjrYzM5c6bjcxs/hV/zETZOFpQ9nDjK0VQfr468zkQhhlf1ULBPZtR1hzr4xNqP8G/7f8ie2AH+4qY/IOTMTcqZKCb58rZ/IFlKocoqN7RfTdbK8dLwa+iyxsra5eya3DuvJXGhMBQdV7gV2U7HpuaNfHDF3XNe6wqXfbGDfGvf9yvkvyfwhSs+y9bR7eyPH+Joqo9LGtdz38r3Ybs2vxh4ifHCJNctvYx66fRxSLsn97FrYi87J/bOqfj6VO+MZ5iO5dGlDGVHyFjZCofeCdyz7A42N29ElVVc4VJwigSmZcGN5ydwhcv++GF+fPihyvGbOq5lec1S9sUP8vTx52kNNNMVaq/Qs0B5U/Puxe/EES6HE0dZFl2MruhISEiSRNbM0dnSQGxy7gzd00GI/9vevUfHUZ53HP+upJW0utmWLVnGxgYc83C/ONwMnBYTSJsYaEqgKTkQSGlISWkDlOYASXMB0tI2NG0OTWhOSFMaegKJW+oeEihtEnLiOMYkDU4MPL7I4LtlybJ1l1a72z9mVpFs+bLSzKI1v885PoednZl95mE0++z7vjNvjhWtz41034+exWLljtX82+vLufWMG1ncfFZB++0f7ufBnz7C/qEu3tl8Nh8+/YOxXWPGuz7+bPcrfH3dk9RX1tE9NLZV8wa7luPqWsaMdX3/oqtpSs3kzFmnTTQGFVBTiYoH5SBPeQgUMw/t/XvpH+6nLFFGb7qXExoWsHpX0F21pWsbqYpqTpq2gLOaTh/TFfZah1NeVkFLbTOZbIbj6lp4o2srLTVNR/1LfldvG693bmD1zpdZduK7OWPWqSPvHW0O0tlhsrnsSKtg11A39ck6EokEfel+1ravI1VRzc7eNtr7O1gy53wqy5O82bWVLd3bWLnjpXEftHvJcRfwwVOuY8Wm53j+ze+P+9l1yVruXnw7s2ubj+p4ofAifiJ3n/1o+yo27Gsd021+YPF0+sxTWN+5iYXTTqBjYO+Y8Y0XzTmPm079PfrSfXxl7Tdo3f/GuJ91XG0L1RVVtO4/+kdS5M2oms7i2WeN3BRyqP13D/XQHd6BevL0hazft4naihpOaVzEQGaQ+srgsQD7B7sYyqbZP7if6VXTaevbQ1PNTHb27qY2WUv7AeM3k2VJfmPuEsrLyvn5fS2PcgAAC2tJREFU7ldoH9hLggQfO/sPqCqv4rW96+lJ9zKvbg7/1/ZLdvftoXNwH8tOvJJzms6ksryS9v4O1rav48VtPxmz799ecDkXzTmfmmRqTKv0gUafC7t6d9M5sJ9TZ55MJpthMDNIqiJ1yLvw8sXSvT9+AID3nnAFa9tfZVvPjqPK/9mzTqc73UtLTRMXzjmP+fVzSZYlj3huqoCaYvSlqRzkKQ8B5eGte6hqjhxtfe20jCqKNnS20pPuZU7tbNr69jCtqoG6ZB3TqxoinbFgPJPNQzqTJhl2VWdzWXK53LgxpzNpdvTuIpvLsqDh+DHd7692OD/d+TKt+9+kczDolh48oAWzqrySZFmSnnQvM6qmc9fi23l4zd+PFG2nNRpXLvhN2vv3sr5zE+898Uoaq6fzw20r2bTvDbZ2b6dz8NcPwSxPlAfxTnBqofGkKlJ86sK7edqf4ZVw3GKcEiQ4tfFkKsuTVFdUk6qoZk9fBzXJFBv3bWbvQGdww8y0BSNj/BIkqK6oon94gObULCrKKmiorB+ZQWJWauZBxSDAgxffR2P1DH7V/horWp/jkuMu5JmNzzKUTVObrOG+8+9k78A+nnz922O6skcrS5QxN7zrsrmmifeccAW1yRqyuSwPrP5buod6ePoDX4mngDKzK4BrgTYg5+5HGs2lAgp9WYBykKc8BJQH5SBvKuUhl8uRyWVGiqu2vnYqy5PkcoxMDj/eE8cLlckGn9E11E06m2ZWaiZNTfXs2N1JAnijaytbu7fTUFlHeaJ8pBu/LlnLcG6YgeEBIEE6O8w7pp9IW187M6qnjXQ5ZrIZ9vR30Dfcx86e3aSSKU5smM+mfZtp7dpCOpMmR46aZIqaihSrdqzh0rkXcW7zWaza8RKdg/vJ5rLUVdZSkahgfsM8zm06k+HsMD3pXn7W9grf3fzCQUVmIebXz2VL9/aDlleUVVBdXkVPupfG6hnUVKS44ZRrOaFh/kHr9qR7SZVXH1Qwdw/18KPtqxgYHiCby9Ix0MnGfa1jutQPJZYCysxqgLXA6e4+aGbLgS+7++FGOqqAYmpdIN4qykFAeQgoD8pBnvIQKNU89A8P0DXUTTaXpWuwm5mpRjK5DA2V9ZQnytg32MVAZoDj64KpUgaGB6iuqCZBgo6BzpGxjPWVdcxunkZbW1csY6xyuRzDuQzliTK6h3p4YcsPaQ0fc5PJZsjmsrx/0VVc8I4zDvnhk3mAyBLgTXfPzxmwElgGFHariIiIiBwTUmHXHXDQtE4QPOYjL0FizPjB8W6EiWuAeiKRIJkISqBpVQ1ct+iagvcxmQKqGRhdHneFyw6rqWn8qUXebpQH5SBPeQgoD8pBnvIQUB6mdg4mU0C1AaOPrCFcdlil2CQZtVJtmo2SchBQHgLKg3KQpzwElIepkYPDFXCFz3Hwa6uABWaWnzzrEuDZw6wvIiIickyYcAHl7n3A7cCXzOwhYO0RBpCLiIiIHBMmNQulu78AvBBRLCIiIiIlYTJdeCIiIiJvSyqgRERERAqkAkpERESkQCqgRERERAqkAkpERESkQCqgRERERAqkAkpERESkQCqgRERERAqUyOVyb3UMIiIiIiVFLVAiIiIiBVIBJSIiIlIgFVAiIiIiBVIBJSIiIlIgFVAiIiIiBVIBJSIiIlKgislsbGYLgYeAnwPzgA53f8DMGoGHgVZgEXC/u+8Ot3kn8HfAGne/Z9S+zgH+GNgMNAP3uPvwZOIrlojzMA24H7jZ3VuKeyQTF1UOzGwG8GXgFaAh/Pdxd88U+ZAmJOJz4QlgO9APLAY+4u57ink8ExVlHsL3yoDngC53v654RzJxEZ8LzwDTR+3++rfjuWBmc4CPAt3AxcAT7v6fxTyeiYo4D9uBDeHLSmDI3S8r1rFMVMQ5uAlYCmwCzgNuK/bfxKQKKKAR+Fb+BDazV83sWeAjwP+4+9NmdjXwBeCmcJszgReBmvxOzCwBfBO4wt13mdkjwM3A45OMr1giyUPoUmA5cGtRIo9OVDmoBV5098fC/XwPeB9BTkpBlOfCJnf/XLiffwBuAz5fhGOIQpR5APhzggtlU+yRRyfKHPzC3T9bnLAjF2Ue/pHgx2W3mX0NmFaUI4hGlHm4292fCvfzYSBdjAOIQFQ1QxnwGDDP3TvfquvjpLrw3H3NAdV/GdALLANWhctWhq/z23wDyB6wq5OAlLvvGm+bqS7CPODuzwJtsQUbk6hy4O7b8sXTqP30xBFzHCI+Fz436uVC4NWo441LlHkws6UErXCr44o3DlHmADjezO43s0+Gv7xLRlR5MLMWYAHwITO7h+BLd2d8kUcr4mvDU6NeXg88deA6U1GE3xNZgu/J/A+qRuAX8UR9aJGNgTKz3wWed/fXCbrgusO3uoAZZna41q7R6+e3aY4qtmKaZB6OCVHlwMzOD7f971gCjVkUeTCzC8zs28AOYEVswcZoMnkws9nA77v7l+KPND4RnAv/5O5/6e6fB64qtSIqb5J5WACcDXzX3b9A0KX5yTjjjUuE18ilwE/cvVRaoEZEkIPbgK+a2aPADGBNbMEeQiQFVPg/cSlwV7ioDagP/7sB6DzCeKbR6+e3KblWmAjyUPKiyoGZnQncAdzo7iU331BUeXD3l9z9emAX8FdxxBqnCPJwFbDXzO4l+FVqZnavmVXFFXPUojgX3P2lUS9/AFwedZxxiyAPXcAed98cvv4xcFkMocYq4u+JjxJ0ZZWUyeYgbI38GnC1u98BPA88Gl/E45t0AWVmy4DfAj4OtJjZEuBZYEm4yiXh68NpBfrDpBztNlNKRHkoaVHlIGx5uoOgiT5nZlfFE3E8osiDmTWZ2S2jFm0m6OouGVHkwd0fd/f73P3hcF1394fdfTDG0CMT0blQb2afHrVoEbAxhnBjE9G1YQPQa8GNNhC0SK2PIdzYRPk9YWYnAfvdvT2OWOMSUQ5mAll3z7da7QSqYwj3sCY1mXA4Ov5F4OVwUS3BIL8VwF8DbxKM3bh31Ij6DwG3ENw58IS7fzVcfg7wJ+E2jZTWXXhR5+FG4HaCFofH3X3K9/NHlQMzmwesA9YCGaAc+N9SGUAbYR5mEPzC+iUwDJwLfMrdXyve0UxclH8T4XvvAj4GGPDoAePkpqQIz4Vq4EmCv4sEMBe4w937inc0Exfx9fFSgsHFWwjOhXvcvSR6K2L4m/giwffDr4p1DJMV8bnwGaAF2AqcA3zW3Ys6TnRSBZSIiIjI25EepCkiIiJSIBVQIiIiIgVSASUiIiJSIBVQIiIiIgVSASUiIiJSoGP+qdgiUlrM7BKCCUdPA/6D4CnDdcA/u/t3jrDtLcBl7n5LzGGKyNucWqBEZEpx95XAvwCb3f2P3P0DwB8Cf2Fmdx1+axGR4lALlIhMee6+08w+ASw3s38nePjeOoInEr/s7o+Z2SKCh9DODefH+i93f97M/hQ4mWBC4unAXe5eMhNUi8jUpAJKRErFGoInFzcDj7j7DwDMbK2ZrXD3DWb2TYIuvDvC994FXOPuV4SvHwI+AXx63E8QETlKKqBEpNSUAZeZ2Q1AH8HUTwuBHeOs+x5glpnlp36ZRTBvlojIpKiAEpFScT7QC1wOnOvu18DI/JHlh9gmAaxy99vDdRNATRFiFZFjnAaRi8iUZ2YtwN8AnyEY97Q3XF4GzBu16gBQbmYJM7sZ+B6w1MzyPxbfB9xZtMBF5JilyYRFZEoxsyXAg8AZwHcIHmMwDfhXd3/KzOYD3wI2AB3A7wBrgVuBFLAc2Ah8392/bmZ3AhcTzNpeDfyZuw8U96hE5FijAkpERESkQOrCExERESmQCigRERGRAqmAEhERESmQCigRERGRAqmAEhERESmQCigRERGRAqmAEhERESmQCigRERGRAv0/m6QcIDLYOMkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rets.cumsum().apply(np.exp).plot(figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_03.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Resampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-03</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4323</td>\n",
       "      <td>1096.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-10</th>\n",
       "      <td>30.282827</td>\n",
       "      <td>30.66</td>\n",
       "      <td>20.83</td>\n",
       "      <td>133.52</td>\n",
       "      <td>174.31</td>\n",
       "      <td>114.57</td>\n",
       "      <td>1144.98</td>\n",
       "      <td>18.13</td>\n",
       "      <td>1.4412</td>\n",
       "      <td>1136.10</td>\n",
       "      <td>49.84</td>\n",
       "      <td>111.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-17</th>\n",
       "      <td>29.418542</td>\n",
       "      <td>30.86</td>\n",
       "      <td>20.80</td>\n",
       "      <td>127.14</td>\n",
       "      <td>165.21</td>\n",
       "      <td>113.64</td>\n",
       "      <td>1136.03</td>\n",
       "      <td>17.91</td>\n",
       "      <td>1.4382</td>\n",
       "      <td>1129.90</td>\n",
       "      <td>47.42</td>\n",
       "      <td>110.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-24</th>\n",
       "      <td>28.249972</td>\n",
       "      <td>28.96</td>\n",
       "      <td>19.91</td>\n",
       "      <td>121.43</td>\n",
       "      <td>154.12</td>\n",
       "      <td>109.21</td>\n",
       "      <td>1091.76</td>\n",
       "      <td>27.31</td>\n",
       "      <td>1.4137</td>\n",
       "      <td>1092.60</td>\n",
       "      <td>43.79</td>\n",
       "      <td>107.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-31</th>\n",
       "      <td>27.437544</td>\n",
       "      <td>28.18</td>\n",
       "      <td>19.40</td>\n",
       "      <td>125.41</td>\n",
       "      <td>148.72</td>\n",
       "      <td>107.39</td>\n",
       "      <td>1073.87</td>\n",
       "      <td>24.62</td>\n",
       "      <td>1.3862</td>\n",
       "      <td>1081.05</td>\n",
       "      <td>40.72</td>\n",
       "      <td>105.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O  MSFT.O  INTC.O  AMZN.O    GS.N     SPY     .SPX   .VIX  \\\n",
       "Date                                                                            \n",
       "2010-01-03        NaN     NaN     NaN     NaN     NaN     NaN      NaN    NaN   \n",
       "2010-01-10  30.282827   30.66   20.83  133.52  174.31  114.57  1144.98  18.13   \n",
       "2010-01-17  29.418542   30.86   20.80  127.14  165.21  113.64  1136.03  17.91   \n",
       "2010-01-24  28.249972   28.96   19.91  121.43  154.12  109.21  1091.76  27.31   \n",
       "2010-01-31  27.437544   28.18   19.40  125.41  148.72  107.39  1073.87  24.62   \n",
       "\n",
       "              EUR=     XAU=    GDX     GLD  \n",
       "Date                                        \n",
       "2010-01-03  1.4323  1096.35    NaN     NaN  \n",
       "2010-01-10  1.4412  1136.10  49.84  111.37  \n",
       "2010-01-17  1.4382  1129.90  47.42  110.86  \n",
       "2010-01-24  1.4137  1092.60  43.79  107.17  \n",
       "2010-01-31  1.3862  1081.05  40.72  105.96  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.resample('1w', label='right').last().head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-31</th>\n",
       "      <td>27.437544</td>\n",
       "      <td>28.1800</td>\n",
       "      <td>19.40</td>\n",
       "      <td>125.41</td>\n",
       "      <td>148.72</td>\n",
       "      <td>107.3900</td>\n",
       "      <td>1073.87</td>\n",
       "      <td>24.62</td>\n",
       "      <td>1.3862</td>\n",
       "      <td>1081.05</td>\n",
       "      <td>40.72</td>\n",
       "      <td>105.960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-28</th>\n",
       "      <td>29.231399</td>\n",
       "      <td>28.6700</td>\n",
       "      <td>20.53</td>\n",
       "      <td>118.40</td>\n",
       "      <td>156.35</td>\n",
       "      <td>110.7400</td>\n",
       "      <td>1104.49</td>\n",
       "      <td>19.50</td>\n",
       "      <td>1.3625</td>\n",
       "      <td>1116.10</td>\n",
       "      <td>43.89</td>\n",
       "      <td>109.430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-31</th>\n",
       "      <td>33.571395</td>\n",
       "      <td>29.2875</td>\n",
       "      <td>22.29</td>\n",
       "      <td>135.77</td>\n",
       "      <td>170.63</td>\n",
       "      <td>117.0000</td>\n",
       "      <td>1169.43</td>\n",
       "      <td>17.59</td>\n",
       "      <td>1.3510</td>\n",
       "      <td>1112.80</td>\n",
       "      <td>44.41</td>\n",
       "      <td>108.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-30</th>\n",
       "      <td>37.298534</td>\n",
       "      <td>30.5350</td>\n",
       "      <td>22.84</td>\n",
       "      <td>137.10</td>\n",
       "      <td>145.20</td>\n",
       "      <td>118.8125</td>\n",
       "      <td>1186.69</td>\n",
       "      <td>22.05</td>\n",
       "      <td>1.3295</td>\n",
       "      <td>1178.25</td>\n",
       "      <td>50.51</td>\n",
       "      <td>115.360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-31</th>\n",
       "      <td>36.697106</td>\n",
       "      <td>25.8000</td>\n",
       "      <td>21.42</td>\n",
       "      <td>125.46</td>\n",
       "      <td>144.26</td>\n",
       "      <td>109.3690</td>\n",
       "      <td>1089.41</td>\n",
       "      <td>32.07</td>\n",
       "      <td>1.2305</td>\n",
       "      <td>1215.71</td>\n",
       "      <td>49.86</td>\n",
       "      <td>118.881</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O   MSFT.O  INTC.O  AMZN.O    GS.N       SPY     .SPX  \\\n",
       "Date                                                                        \n",
       "2010-01-31  27.437544  28.1800   19.40  125.41  148.72  107.3900  1073.87   \n",
       "2010-02-28  29.231399  28.6700   20.53  118.40  156.35  110.7400  1104.49   \n",
       "2010-03-31  33.571395  29.2875   22.29  135.77  170.63  117.0000  1169.43   \n",
       "2010-04-30  37.298534  30.5350   22.84  137.10  145.20  118.8125  1186.69   \n",
       "2010-05-31  36.697106  25.8000   21.42  125.46  144.26  109.3690  1089.41   \n",
       "\n",
       "             .VIX    EUR=     XAU=    GDX      GLD  \n",
       "Date                                                \n",
       "2010-01-31  24.62  1.3862  1081.05  40.72  105.960  \n",
       "2010-02-28  19.50  1.3625  1116.10  43.89  109.430  \n",
       "2010-03-31  17.59  1.3510  1112.80  44.41  108.950  \n",
       "2010-04-30  22.05  1.3295  1178.25  50.51  115.360  \n",
       "2010-05-31  32.07  1.2305  1215.71  49.86  118.881  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.resample('1m', label='right').last().head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rets.cumsum().apply(np.exp). resample('1m', label='right').last(\n",
    "                          ).plot(figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_04.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rolling Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "sym = 'AAPL.O'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.DataFrame(data[sym]).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-25</th>\n",
       "      <td>182.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-26</th>\n",
       "      <td>184.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-27</th>\n",
       "      <td>184.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-28</th>\n",
       "      <td>185.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29</th>\n",
       "      <td>185.11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O\n",
       "Date              \n",
       "2018-06-25  182.17\n",
       "2018-06-26  184.43\n",
       "2018-06-27  184.16\n",
       "2018-06-28  185.50\n",
       "2018-06-29  185.11"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### An Overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "window = 20  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['min'] = data[sym].rolling(window=window).min()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['mean'] = data[sym].rolling(window=window).mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['std'] = data[sym].rolling(window=window).std()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['median'] = data[sym].rolling(window=window).median()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['max'] = data[sym].rolling(window=window).max()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['ewma'] = data[sym].ewm(halflife=0.5, min_periods=window).mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>min</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>median</th>\n",
       "      <th>max</th>\n",
       "      <th>ewma</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-02-01</th>\n",
       "      <td>27.818544</td>\n",
       "      <td>27.437544</td>\n",
       "      <td>29.580892</td>\n",
       "      <td>0.933650</td>\n",
       "      <td>29.821542</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>27.805432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-02</th>\n",
       "      <td>27.979972</td>\n",
       "      <td>27.437544</td>\n",
       "      <td>29.451249</td>\n",
       "      <td>0.968048</td>\n",
       "      <td>29.711113</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>27.936337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-03</th>\n",
       "      <td>28.461400</td>\n",
       "      <td>27.437544</td>\n",
       "      <td>29.343035</td>\n",
       "      <td>0.950665</td>\n",
       "      <td>29.685970</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>28.330134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-04</th>\n",
       "      <td>27.435687</td>\n",
       "      <td>27.435687</td>\n",
       "      <td>29.207892</td>\n",
       "      <td>1.021129</td>\n",
       "      <td>29.547113</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>27.659299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-05</th>\n",
       "      <td>27.922829</td>\n",
       "      <td>27.435687</td>\n",
       "      <td>29.099892</td>\n",
       "      <td>1.037811</td>\n",
       "      <td>29.419256</td>\n",
       "      <td>30.719969</td>\n",
       "      <td>27.856947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O        min       mean       std     median        max  \\\n",
       "Date                                                                          \n",
       "2010-02-01  27.818544  27.437544  29.580892  0.933650  29.821542  30.719969   \n",
       "2010-02-02  27.979972  27.437544  29.451249  0.968048  29.711113  30.719969   \n",
       "2010-02-03  28.461400  27.437544  29.343035  0.950665  29.685970  30.719969   \n",
       "2010-02-04  27.435687  27.435687  29.207892  1.021129  29.547113  30.719969   \n",
       "2010-02-05  27.922829  27.435687  29.099892  1.037811  29.419256  30.719969   \n",
       "\n",
       "                 ewma  \n",
       "Date                   \n",
       "2010-02-01  27.805432  \n",
       "2010-02-02  27.936337  \n",
       "2010-02-03  28.330134  \n",
       "2010-02-04  27.659299  \n",
       "2010-02-05  27.856947  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dropna().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data[['min', 'mean', 'max']].iloc[-200:].plot(\n",
    "    figsize=(10, 6), style=['g--', 'r--', 'g--'], lw=0.8)  \n",
    "data[sym].iloc[-200:].plot(ax=ax, lw=2.0);  \n",
    "# plt.savefig('../../images/ch08/fts_05.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A Technical Analysis Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "uuid": "956890ca-7927-4fac-a99a-af7a15cac58f"
   },
   "outputs": [],
   "source": [
    "data['SMA1'] = data[sym].rolling(window=42).mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "uuid": "956890ca-7927-4fac-a99a-af7a15cac58f"
   },
   "outputs": [],
   "source": [
    "data['SMA2'] = data[sym].rolling(window=252).mean()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "uuid": "f5440e3f-b808-4685-9bec-5f6ca39609c5"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>SMA1</th>\n",
       "      <th>SMA2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-25</th>\n",
       "      <td>182.17</td>\n",
       "      <td>185.606190</td>\n",
       "      <td>168.265556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-26</th>\n",
       "      <td>184.43</td>\n",
       "      <td>186.087381</td>\n",
       "      <td>168.418770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-27</th>\n",
       "      <td>184.16</td>\n",
       "      <td>186.607381</td>\n",
       "      <td>168.579206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-28</th>\n",
       "      <td>185.50</td>\n",
       "      <td>187.089286</td>\n",
       "      <td>168.736627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29</th>\n",
       "      <td>185.11</td>\n",
       "      <td>187.470476</td>\n",
       "      <td>168.901032</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O        SMA1        SMA2\n",
       "Date                                      \n",
       "2018-06-25  182.17  185.606190  168.265556\n",
       "2018-06-26  184.43  186.087381  168.418770\n",
       "2018-06-27  184.16  186.607381  168.579206\n",
       "2018-06-28  185.50  187.089286  168.736627\n",
       "2018-06-29  185.11  187.470476  168.901032"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[[sym, 'SMA1', 'SMA2']].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "uuid": "281a5820-2a77-46b4-b399-8c0913423bc3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5++0V/uNLly7jqaf+w/TpM7jhhlv47LNPAq5fufJjampqePbZJ3E4HKxe/TlLly7DbPb96BsaGnjkkT9zzz0PEBkZ1acxCiGEEP2tvsnFcx/tAeC5u08JOPbnl78BYOP3JZxybDpR4baA425P28xRXVPHjFVNvQtN0zEaDXi8Hc+NjfRlp7JrDhBmCR1066ugB2usVFV9C6g/pO31dl9vAh5r9/18RVHuVBTlD4qiDJ7CEr1QXFzEgw/+HgCTycSCBYuwWKwB58ydeyI2m42xY8d3yFZpmkZtbQ033HAzS5cu4+abbyczcxTr1q0BoKamhr/97S/ccMPNpKam8eWXXwzMwIQQQoheanC0ZZr2F9bywdcH/GugWu3cX0lpVRNvfO7bbiYzMRwAl6ftvIamwIyVyWhA03WKW9Zi5Za0hR6tAZnRYKDOVU9lcxVjIjM7rdJ+tPVpjZWiKJFApqqqu1qayoEHVFXdrShKErBRUZRZqqrWdH0XiIkJxWzu/1clE46wIqvVmkxzcyNPP/0YERERFBQU8Otf30l5eQG5uTmsWPEWV199NW+99QYAubm5bN26gcLCfHbv3saGDRsoLS3CboeIiAjKysqw2628/PLzTJgwmt/97nd4PB4efPC3AISFhbFkyQ+O2niHOhnv8DWSxgoy3uFuqI+3tM7p//z0iu8pq3aQlBDBuSeN8bfv3F+Jod1C88lj48grayAszO4fv9EcmNtZfFwGn2/Jw+HRSUiIYPW3xf5jFosvXImNCWVb9VYApqZOHJQ/y74uXl8K+F9lU1W1Edjd8rlUUZRSYAaw5nA3qa5uOtzhoOjdVKCR3/3uL50eeeqpFwEC7hkaGssDD/zJ/33KlOMAaG6G5uZ6DIYQ/vrXRzvco73eTFd2prdTn0OVjHf4GkljBRnvcDccxvv9/gr/57Jq39qnNdvymTMhLuC8pnaZrRCzAQxeyioaKI/yTQ/W1fsCtN8vPZ6kmBDW7fQFUpVVjZSX15NbVIs5LQtzYj55TScDFqpqa1lR9AUR1nCOjT72qP0sDxfQ9brcgqIoRuBM4MN2bVcpijKt5bMFSAcO9vYZQgghhBhcCsobOrSVVTtwubWANo/XV9Tz3qtmslP7DPvsz1lbsRK35qG8xuG/T5jdgsVswtySwXJ7NHRdZ13eN1jS9mOwuNhvXgNGD19VraTZ28z81LmEWQbnm/Q9eStwIXAlkKIoyn3AI6qqOoALgBWqqravUV8A3Kcoyg5gPHC/qqq5HW4qhBBCiCGpoKxjYFXvcLFmR2FA28GqYswpJbxXtIdiTy4GA+xp3M7bWXZWvtv2slZr7SpLS2D13Ed7eO6jPVgnFgDgrYmH6AosmXvJaiwgPTyVUzNP7q/h9Vm3gZWqqmvoZCpPVdX3OmlbBawKTteEEEIIMdhU1HYsieBya7y2Ktv/3ZK5B3OyL69yoA5CjRFUbptNwnHb+apwA8ao49BqEwCwmk1sK93BBxWfYJ1gwpUzDYPJizGqAq0pHHfBREzRFZgTfYHWjyf9kBBzyACMtHeGRIFQIYQQQgwOHq9GiM2Mw9n5hskRyVV4knPRPWbCGhSuWTiPojwLL7sPYMo/FtJWYU4+gKs2HkweXlbfYEupr0yDKQZsylYweTEYwFOZgt4USXzdXMqsOzlz1CmMiswYyOEeMdnSRgghhBA95vHq/kKdHelYx+xG18GVdSwXTDyLyXETMRl8pYpKCq2MjszEFFWFddJmrBO+YUvpN6SEJXFp2jVojjCM4XUYQxrRmiLwFI8FIKRhFM6dC5gWPWOARtl7ElgJIYQQose8Xo1QW+eB1ehME03eRrxVyWj1saTE+xaYL5ieCsCYlAh+Pu0qcERgiqzGFFnNmMhR3DPnFlLCknHunocrZyru/Im49s0CfCUb3C3FQtvvFThYyVSgEEIIIXrM7dWwWjuvPWmIqARAq48BIDnOt/ud0WggKsxKo8NDlC0STT2Z2CQHF52azNT4yZiMJt/idc2MtyK94zPbFQgd7CRjJYQQQoge2XWgEl2H7IJaf9v5J45u+aRRGbILAwYMDb6F6YkxbSURIsOs1LZsTeP1gt2TwOzkWdhbNlFu3Zy5vfgo3zF/YHWYjJWu65S99gpVH3/U6/EFg2SshBBCCNEj767N8X/+2dmTCLGZmTMpkdmTEnlj8yZyjI2cmHI8Z88+jdpGF2EhFpoafG8RRoZZyS9rwOn24tU0TKbAIMli7hhYZSSGU1HbjKslsDKbOg+sdF2n4u03qfl8JRFzjg/WcHtFMlZCCCGE6BFXu02UF8xIZc6kRMAXAKVO8GWxZiZOIzbSzpiUyIBrW0OiFesPoutgOmRaz9JJxmpCejQAzS7fHoOdZbUAatespvqTjzBFRBL/wyVHPrAgksBKCCGEED3SfgPm9kqbyvm6cBNx9hgmxozr9JxdB6oA+HCDr77VoRkr86F7Bx6b5s9itW7y3Flg1bh7F2UvvYjBZiPjnvuwxCccwYiCTwIrIYQQQvTI6CTfHnmTMqMD2r8t24WOztljTsdi7HyV0U9OnwhAYrSvuKfNErgA/tCMVajN7F9T5dV8m7wcOhXoLMin+KnHwWAg/ZbbsSYm9mZYQSWBlRBCCCF6JDzEAsBPz57kb3N5Xawv3ozRYGRa/OQur501IR6A6AjfJsz2Q94sbL/G6vjJiZwzdxSmQxart89YOYuKKPzXP9EaG0lYcikhEyb2clTBJYvXhRBCCNEj9S1TgZGhVn/bjvJdlDsqmZ82l3BLWJfXGlrWVLVWbLdZA0OQ9kHULy6cCkBCdODWNa3BV/22rZS+8BxaUxMxZ51DzBln9XZIQSeBlRBCCCF6pK7RhdlkDMg2ZVXvB+Ck1MO/jdcaOLUGVvZDpgINndSompQZTVykjco6J1aLEZPRQN2G9ZS+8By6rhO/5FJizzy7T2MKNgmshBBCiBGuut7J71/YwsULxnJyS5X0ztQ3uYkMs/iDIE3XUKuzCTHbSQ/v+jpoq0HV1NyasepYZPSvv5gX0G4wGKiscwK+jZ5rV39B2asvY7BYSP3FDYRPH3xb3MgaKyGEEGKEW7eziNoGF//9aO9hz6tvchER0jYNuLF4K5XN1cyIn4rRcPiQorVqelPrVKClY2AVHx1CRLtpRj9d5/jq3ZS98hIGq5X0W+8clEEVSMZKCCGEGPEKKxr9nzVd73TrGLfHi8ujER7SFjpsLN6GAQPnjzuz22ccuhC9s4xVZ+zeZk6r2MrU+hyMISFk3HUvtvSMHl17NEhgJYQQQoxQuq6jAzUNLn9baVUTKXEdF6F7vK0lD3yZKU3XyK8vICUsiWhbVLfPMh6S0Dp0jVVnGr/byU3572H0uKgLiWbGA7/BknB061R1RwIrIYQQYgSqb3Jxy2PrmJQZQ2NzW+HP3zy9iX/dcjKhdkvA+a21pEwtgdW6wo24NDdjojJ79LxD9/nrLmNVu+4rSv/3PCaDgYaF56JcfAGWMFuPnnU0SWAlhBBCjDC6rnPzo+sA2JNbjfWQqucbdpdy6nHp/u8Op4eSqibAFyDpus6awg2YDSbOHXNGj5556PRiV4GVt6mJirffpHbNaoyhoSRf+3PCp8/s8diONgmshBBCiBGmteRBK5dHY1RSBLml9QBU1jUHHH/o1e0cLPEdMxsN7K3KoqSxlJkJU4myBe4J2JVDyyl0NhVYv3ULpS+9gNbQgCUpiZRrl2EfM7bH4xoM5K1AIYQQYoSpqnd2aIuPtvs/f7IpL+BYa1AFvozV+zmfYMDAaZmLet2H9hkrXdep+uQjip/4N7rTScyZZ5N57wNDLqgCyVgJIYQQI05VXcfAasqYWLap5f7vWYVVRES7SQoN3H9PMzaTV1/AxOhxPV5f1Zn2GavaL1dR8dYbGENDSb/jLuyZo3p936NNAishhBBihKmqb+7QdsLkJF78RAWDhiVD5V/qKjy4SAlLxhSfgNYQhd4cRpUlG4DJcX3bm681Y1W3aQNlL/8Pg81O5m8ewJqU3Kf7Hm0SWAkhhBAjzKEZq/AQCyE2M/dccSyPbHwWU2wpHiDUHEJxYwnWsSUA6G4r+SYXEdZwTkie3ac+2K0m6rduoeSZpzBYrWTcefeQD6pAAishhBBiRHF7vKxYfzCgrbUKui2qAVNsKVpTOMeZz+XaU45jbdZuXt72BQZ7E8bwaoy6meumXkWULaJP/XDu2U3Jc0/7tqe54Sbso0f36X6DhQRWQgghxBDl9ngpr2kmNb5jQc+uFJQ3Bnw/9bh0poyORdd1lmd/7LtvwUT0NN9i9i+/bsJdMtV3stlFuN3KuFNH96nfx1fvpujRbzCYTCRfcx1hU6b26X6DibwVKIQQQgxRK7fkc98zm1j7bRHg20z50FIKh7IfUj/qslPHM3NCPMWNpeytzmJs5Bi0mgSaXV40XQ94IxCPlRsumNXr/t5+yQwWVWzjlMptGMPCSFl2PRHHn9Dr+w1GkrESQgghhqi9udUAvPiJyrETE7j9318DcNWZCotmpfXoHqaWvWa2l+0E4ITk49hNAy63l5dX7vOfN1tJ4OQZqSiZMb3qq+Z2E/Hmk8yt2UetOYxpt905pN/+64oEVkIIIcQQFdmyxYum6zQ42ralefFTtcvASmvZmgZgyaJxAJQ3VfLxwS8It4QxI+EYTMYtlFQ52H3QF7j9/prjSU8M73U/dU2j9MX/0py1j9KIZAoWX8qcYRhUgQRWQgghxJCk6zobdpf4v9/71Eb/Z9thNjhu3fPv1OPSOXuuL7jJqtmPjs65Y84gwhaO1WIKqL6eFBvap742bN1C/Yb1WJNTOPHe+zGF9u1+g5mssRJCCCGGoPp2GapDTciI6rS9qKKR3/53CwCmdpsiH6j1VVofE+ULtKyWwPDAYu59uOAqL6P0pRfAaCT1xluGdVAFElgJIYQQQ1JDU9eBlcXU+Z/3Tze3bVVjbAmsHB4Huyv3YDVaSA1L8h1smy3k6rMn9bqPXqeTspdeRGtqIv6HS7AmJfX6XkOFBFZCCCHEEFTf5Ar4ft35xzAx3Zep8rZbR9Vedbs9Ao0tmyJvLN5Grauek9PnYTL6phA13Xf93GOSOHlGaq/7WPDGWzTt3oUtI5OY087o9X2GEgmshBBCiCGo/pCM1djUSG67dCYQuEC9vbJqh/9za8bqu4rvATgl42T/sdZpws7v0jPNebkUffAhpvAI0n99DwZT1+u+hpNuF68ripIM/B8wQ1XVOS1tvwUWtTvtj6qqftZy7E4gEogBVqqq+n6Q+yyEEEKMeA2HrLGyWUyYTL6AqLOM1da9ZZTVtAVWJqOB3ZV7UauzyYxIJ9rWti4rJS6MmgYXxZWNHe7TE5rTSel/n0VzOkn68ZWYQkJ6dZ+hqCdvBc4HlgMz2zeqqrro0BMVRTkBWKyq6jmKoliA7xVFWauqak0wOiuEEEIIn0OnAs0mo396z2mo53X1XXZV7iXMEsqJKcezan1gxshogK+LNgNw8fjzAo7Nm5LMntxqJvWyZlXx00/gzM8j9oQ5RJ00v1f3GKq6DaxUVX1LUZRFh7YrivIbwAmYgMdUVW0CzgM2tFznVhRlD7AAOGzWKiYmFLO5/1OECQl929doqJHxDm8jabwjaawg4x3ugjVeD74g6pwTR9Po8DA6IwaDwYAlOZeShH0UF3qxm21UNVfzev27pKTMgbI4//XhkWb2VWeTFJ7AiRNnBNz7olMjmDgmjvEZ0Yct3dCZg8+/SOOO7YSNG8eEW27GHDpyslXQ+zpWbwIHVVVtVBTll8BjwFIgEdjT7ry6lrbDqq5u6mU3ei4hIYLy8vruTxwmZLzD20ga70gaK8h4h7tgjresZZrulJmpxEbaqahooKSxFHPmHnTgx8oPmZsym+LGUh7d/jRF+lZikhZQXeoLdHbUrMPhaeak2BM67VNihJW6miP7++wqKabwvfcxRUcT/9OlmENDhuXv93DBca8Wr6uqultV1daJ11XAKS2fy4D2T4tsaRNCCCFEELXuCRhq9+VIPJqHF79/w9dWcgInpZ2AyWgiPSKVBXFnYTDoNI9aQ8KcbZjTVfK83xNpjeDcMacHpT+6x0PR4/8GXSfxksuxpfb+baafxiEAACAASURBVMKhrFeBlaIoD7X7OgHIbvm8ApjXco4ZOAZY25cOCiGEEKKjnfsrAbC2TNWtyvuK3Pp8zE3JOMriA85NNo3Bue9Y4kypNBjKsaQewKU5OXP0KVhN1qD0p27TRlyFBYTPnkP47DlBuedQ1JO3AhcCVwIpiqLcBzwCeBRF+Se+bNQ04AYAVVU3KYqyWlGUP+F7K/A2WbguhBBCBFdWQdufVqPBQFZ1DstzPsZqtBDfOJv9zR48Xg1zS6HQJqcHrSaRM2MXMnViOFnV2aSGp5AanhyU/rgryil7+UUwmYi/eAkG48it5tSTxetrgDWHNN9zmPMf6uqYEEIIIfru0BpWG4p929RcM/UnvJ5dD3j4+UNfsmTxOM46PpOm5rZpwyhbBLOTZwW1P1UffYjucpH44yuwJna7tHpYG7khpRBCCDFE1Tb4KqinxYeRXXOAzSXfEGePYUrcJIoq2mpPvbl6P3f8Zz1NreuxbL19Z61rDd/uoHbtl5jj4ohasCjo9x9qJLASQgghBjld1/Fqmv97VcvWNFecMZGvCjego3OZcjFGg5GQQ4Kn6non+aW+N/NiI+3B7ZfHQ9WHvopKqdffiMEc/MBtqJHASgghhBjk/vnWTn7x8Bo0Xaep2c2HG3IB0K2NfFu+m/iQOCbHTgTg15d3nObbfbCK9IQwEqKDW1Oq7PVXaM7JIWz6DOyjRwf13kOVhJZCCCHEIPbcR3v8bwCW1zj4bEu+/9iWqg24NTdnjFqEoaXqenJsaId7eLw6MyckBLVfTXu+p/bL1ViSkkhZ9sug3nsok4yVEEIIMYit21ns/7xhV4l/ITroqNVZhJlDmZfSVt7Aaun8T3tEqCVofdJ1nfI3X/fVrLr8Cow2W9DuPdRJYCWEEEIMYq37/wF8vCmPbfvKATjrdCvVzhomxU7AaGj7c25od/5tl7ZtVdPW2ne1X63BmZdL+KzjCJs6LYh3HvoksBJCCCEGKV3X0dEZnx7FMaNjcHs03B4NTG52ONZgMZo5bdTCLq+fOiaO2y+bycSMaE6cmhKcPnk8VL77Nka7nbiLLg7KPYcTWWMlhBBCDEIOp4cb/u7bvMRqNpJb0rrnnoZ90lZqXXWcMWoxmRHpHa699ZIZNDp8ta6mjI5lyujYoPWr6uMP8dbXE3P6mdhS04J23+FCMlZCCCHEIPTwa9v9nw0GA/OmJAM6lnE7MYTVMjVuMud0sc/ftLFxzJ0SnKrq7bmrqqhc8T6mqCiiTz8j6PcfDiRjJYQQQgwizS4PRoOBA8X1/raZ4+M5YWocW10f4QwpIdqUwBWTl2AxDtyfcd3jofipx8HrJf4HF2OJjRuwZw8lElgJIYQQg4SaV81fXtneof3U49J5L/sjnCFFJNgTuH329URYwwesX7qmUfbqSzRnZxE6dTqR804asGcPNRJYCSGEEIPEJ5vyOrT94doTOFCby2d5XxJpjeCeE27GZrIOaL+qP/2Y2jVfYo6NI+Xan0uF9cOQNVZCCCHEIKFkxgR8v2XJdNLiw/imbCcAlykXD3hQVfv1OirefhNjaBiZ996HKXzgMmVDkYScQgghxCBhMvqqTZ07bxSLZ6URG2mnye1gW+m32E02jolTBrQ/DTu2U/rifzHY7GTceRfm6JjuLxrhJGMlhBBCDAL7i2p59YssACakR/s3TN5Y4iutcFLaCQO6WN2Rk0PJc89gMBhIWXY9tozMAXv2UCaBlRBCCDEI/PHFbf7PybFtmyXn1RUAMD917oD1xV1ZQfHj/0JraiTh0ssJnz6j+4sEIIGVEEIIcdSV1zj8n29ZMoPEmLaNlPPrC7GbbMSHBK/I5+FoTicFjzyEp7qK2PMuIHrxqQPy3OFCAishhBDiKHvy/d0AXLRgLNPHtdWHqmquprSpnLTw1ID9APuLrmkU/O0h3GWlRC1cRNyFF/X7M4cbCayEEEKIo6ygvAGAhTNTA9pX5X2Fjs4JKccOSD9qVn9B8/5sQidPIeHSHwds6Cx6Rt4KFEIIIY6y6HAbTpeXyNDAUgo5dbmYDCaOTz6u3/vQnJdL+WuvYAwJIemqn2G0DmxZh+FCMlZCCDGE1DW6cDg9R7sbIsgcTg8htsBch0fzUNhQTGp4cr+/DeiuKKfg4b+ArpP0s2uwJCT06/OGMwmshBBiiNA0nVseW8dv/7u523P35lbz8aZc//equmY27yntz+6JXqqocVDf5CYmwhbQnlWdg0fzMCoivV+fr+s6lSveR2tqIvac8wg/dna/Pm+4k6lAIYQYIuqbXACU1zR3e+5fX/XtNzd/WgoRoVYefGkblXVONuwq4eYlXb86/8mmPCJCLZw0LSU4nRbd+t3zWwBIigkJaF+V/xUAJ6Ye36/Pr9+8kbp1X2FJSCDugh/Iuqo+ksBKCCGGiNpG1xFf4/ZoAFTWOQH4dn8l1fXODtkR8GUu3lidDSCB1QBqbPZN7Z55QlsBTl3XOVCXR0JIHKMiM/rt2a7yMsrfeB1MJlJvvFX2AAwCmQoUQoghor7J3aPzvJrm/+x0ezsczy9r6PS61j/wYmCF2c2kxoeR1K52VbmjAofH0a9BFUDZSy/ira0h9pzzsKWmdn+B6JYEVkIIMUTUtctYlVQ1dXleVUt2CsDl1josdv/Hm9+i63qH62obnB3aRP9yOD00NnuIjQzMIO6s+B6A0ZH9t41M5QfLadq9ixBlEvFSrypoJLASQoghov1U4Gste8p1pn3Q5XR72ZFdcdhzOrt/Z4GXCL6DxXUApMaFBbR/mf81dpOd2Ukz++W5zvw8qj5agSkqiuRrruuXZ4xUElgJIcQQkVNU6/+8c38lTV1M3VXXt2WePt6Yy9Mf+LIf7ddVPf7BdrKrDpJVnYOm+6YOaxvaAiuvJoHVQPh0Sz4Ak0bF+NvqXPVUO2sYHz2GCGt40J+pud0U/uuf6G43CT+6BEtcXPcXiR6TVWpCCDFEbFXLA77vL6rlhU/28uPTJnLsxLa6Qw2OtrVY3+6v9H/+87K5LP9uA6tKP6XS6uTvO3ztGeHpzE6eQXV9lP9cTdPB1E8DEX47W34/49Pafvb59YUAZEakBf15uq5T8syTeCoriT7lNCLnnRT0Z4x0ElgJIcQQ4PFqHdpWbs6jqs7Jv975jufuPoWmZjc2q4kte8o6nBtqN7GqYA2rqz8BsxFvTTx6cxgGazP5FJCfXQCAfZYVrTkUh3suVktoh/uI/hEeYvF/3le9H4DMyODXr2rc8Q0N27Ziy8gg7geyrqo/SGAlhBBDwJodRQCcMSeD6HAbb6zOZvfBav/x3QereOS1HRjCajFYHWCJBrcVMGKwN2CbkMP7OUWEmkOo2jETvaktQ2KwN3L5xZF8qm6myVKOyeLime9f4Nbjlg3Ixr8jmd1qIjG6rX6VR/OwtnADkdYIJsaMD+qz3JUVFD/9JBiNJF19LabQsO4vEkdMAishhBgCvm1ZgH723FGs21nU4fgjr+3AnJKDJWNfQLvuNWEweWnGN7V0xeRLME+L4p4nN7ad0xxG2b4UEitOY09eBdaJ35DDATYWb+334pQjnabpGI1tBTmLG8tweV0cnzQLmyl4e/Vpbjelz/8X3eUi8YqrsGeOCtq9RaBuAytFUZKB/wNmqKo6p6Xt70AT0ADMAG5RVbVEUZTRwCdAScvl21RVvb0/Oi6EECNJdb2TMLuZqDArkzJjOhw3Jx/AkrEP3W3BU5aJMaIKg9mNwdqMtz4Gb2kmt117qX/PucdvW8h/P97D5pZpw8+3FrTcyYT7wBTsx27gdfVdjolTiLZFdXieCA5N1zG1C6xa11elB3l9Vc3nn9G0ZzchEyYStWBRUO8tAvUkYzUfWA60f+ezUVXV+wAURbkL+A1wY8uxP6uq+nwwOymEECOd0+3FbvWtJh+XFsVJU5P5epfv37Cm2CLMGSq624orayZaQ2yH639x4ZSAjXxtVhO/uHAq+WUbKa4MLL2gu0JZkLiIL0o+Y0fZLhZlyALn/uLVdAztAqvcujwAMiKCV6yz8budVLzzJsaQEFJvuAmDUaZ3+1O3gZWqqm8pirLokLb72n014stctTpfUZQEIBJ4VVXV77t7RkxMKGZz/79+kpAQ0e/PGExkvMPbSBrvSBordD5el0cjKtzmPxYT1bouR8eSqYJmwqnOZnraWL7NqiA63EZNS8HPOcckce6CztfrhIVaobJjTasUq4KBz/kk93NOmzyPmJD+y1qN1N+vruvoOthtZhISIqhprmNjyTZiQqKYOXoiFpOlmzt1r+bbnRQ/8W8wGJh01x3EjBn4rYpG2u+3T2usFEWJBs4AftjSVA48oKrqbkVRkoCNiqLMUlW15nD3qa7uuoJwsCQkRFBeXt/vzxksZLzD20ga70gaK3Q9XofTQ1yk3X9s655SAIyRVRisTjxl6ehNkVx37mRe+yKbH5w8hsgwKwXlDaQnhHf5M7zwxNE88voO//e5xySx8ftS8vNdnJa5kM/yvuSj3Ws4Y9TifhjtyP79tm495PVolJfXs71sFx7Nw/yUedRUNQPdb7Z9OJrTSe5/nkRzu0lZ9ks86eMG/Gc9XH+/hwsWe50PVBQlCvgPcI2qqlUAqqo2qqq6u+VzKVCKbw2WEEKIXtI0HbdHw2Zp+1926x9lS4bq+16Rxi1LZhBqt3DNuZOJjbRjNhkZnRyJ2dT1/+qnjInlubtP8X+fMT4egE825bE4fQFGg5GvCjfS6O7/fwCPNK1bOrYuXs+uyQFgTJC2sSl94TncJSVEnjifiONmB+Weonu9CqwURYkH/g3cqarqAUVRftjSfpWiKNNaPluAdOBgkPoqhBAjUutGynZr2yRDZJgVzE6MYXV4a+PQGmKYNrbj2qojlRbf9gp+QbGLk1JPoKq5mtX563p8j6q6ZjbsKun+xBFOa6lubzQYKGwoZk3BeiKs4YyO6ntgVbd5I/WbN2HLHEXij6/o8/1Ez/XkrcCFwJVAiqIo9wGPACtbrn1ZURSAeuBtoAC4T1GUHcB44H5VVXP7qe9CCDEiNLt8gZW1XcYqxGbGGO7b4ub8Gcdy5gWLMBgMnV5/JKwWI8mxoZRUNVFS1cQPZpzDxuItbC//jvPGntGjezzy+g6KK5sIC7EwfZxsl9KVb7J8lfSNBvi+UkVH5+Lx5/W5zIK7spLSF/6LwWol8SdXYrQGr2yD6F5PFq+vAdYc0nxsF+euAlYFoV9CCCFatGWs2l7yueoMhb9tWk8tMDZ61GGn+46ExWxi6bmT+eP/tlFZ14zdbGNc1Bj2VmdR3lRJQmj3gVLrW4ZFFY0SWHXB4fT493D8dn8loZN8ZRbGRY3p0311j4eCv/0V3ekk8YqrCBkX3CKjonvyzqUQQgxyzpaMlc3S9m9hzdpIreUgyWFJjI8eG7RnWcxGosN9mzXXtGzmPC/Ftz7nq6IN3V6v622bN7/5ZXbQ+jXcNDa37ee4YGYiObUHibRGEGuP7tN9qz9fibu0lIgT5kq9qqNEKq8LIcQgV1TZCIDN2vZv4W/LdwFwasaCgPpUfWUxG/2ZseqWwGpawhQMGDhQm9ft9au+8WVeYlx1jG8sIP/VMuxmA7rXi+ZsRnM40JqdmMLCMMfE4M5IQc8chzUleHWbBjuPV+PVz7MAmDEujjFT6tiSVc/ijPl9ms5tPniQird99arif3iJ1Ks6SiSwEkKIQUzXdf+Ukc3iC3hcXjdrCzdgMpiYnnBMUJ4TGWalrtGFxWTEaDQQGWpBza/hzv98zb1XziYzMp2DdXmUNpaRFJbY6T2cRYUUv/MO11QfINHl28fQ8QU4DvPc1t0OLYlJhCgKkfNOInSiEpQxDUbZBTXc+ve21TWjUyI5UOf7/Z6cNq/X93WVlVHwt7+CrpO89OdYYvv+IoPoHQmshBBigO3IruCzLfn8+LQJpCWEd3meruv871PV/z0j0XeuWp1FVXM1i9PnE24Jzka6f1k2jyanx//qf3SEjbomN5V1TtbvKmbxmPk8//2rvJP9IdfPuNrXP4+H5gM5NH63k4ZvtuEqKeZ4wIOR7NA01PBRVFki0QwGzjtpLDsLGlhy1lSiY8LxNjbiqarG1lRD8VfrcezdQ91Xa6n7ai2R804i4dLLMYV3/bMZql5Y0VYz+/jJiZw+O4OHtr9JiDmEhJDerUfTdZ3K5e+gNTURe855hM2Y2f1Fot9IYCWEEAPs0bd2AvDRxlyuO39Kl+eVVDXx5Y62DZenjPFlIfbXHARgavzkoPXJZjVha7c4PjrcRl6pb1MNu9XMnORZfHzwC/ZVZdFYkEvT+g3UbdqAt9b3ZqLBaqU4YRxbjClkh6VzzMRUvmvZOBrg6W2+IpHln+Vy31WzMdpDsMTFk5AQgXHGHHRNw6HupfytN6jb8DWNu78j6aqrCZ85K2hjDDZd1/lyeyETM2MCylQcTnmNb2H/RQvGcv6JoylvqqTMUcGkmAkYDb2buqvfsJ76TRuxpqQS94OLg/J2qOg9CayEEGIAtS5EB3A4vYc5E9qtA+eeK47FZDTi1bzsrtyL0WBkdJAKSXYmzN725yHc1UDdxvWcvqURa1YJhU3/DwBjSAhRCxcRNm0GoZOPYeWH+/h+n6+EgN3W+TZlOUV1nbYbjEZCJx9D5r33U/3px1S8+zZF//on0aeeTsKSSzGYB9efq/W7itmRVcFWtRyr2cgTdyzq9prqeieF5b43Jc8/cTQAX+SvBWBe6pxe9UNzOqn6aAWYTKTecKOsqxoEBtd/qUIIMcyV1bStOHJ5Dh9YtU88jEvz7dW3vWwnRY0lzEiYit1s65c+AphNRmJdtSyo3E70s3mUAHGA02pkX6aN6YsuJuPEUwMCnpB2wZjd0klgZfBiii1lc8k3HJc4A5Ox4zkGk4nYc87DPn4CJc88Sc0Xn6E5nSRd+VMMpv7fU7YnCssbeGbFHv93l0c77Pmb95TyxPLdmFqmWdPbTf/urzmA1WhhVsK0XvWl4r13cJUUE3nSyViTB34fQNGRhLZCCDGAilve8AOoa3Qf5kzwam0pK2NLlLWn2vc22VmjT+n0mmDQ3G7G7lrNNXkfMKkxjxJbHHsmLSTjrt/gvO8GPp4fxZOevTg8esB1obZ2gVW7z7MnJYLJjVXZinXcTl74/jWe+u4FNL3rgCR0osKo+3+HNTWVunVrKfj7w7grK7o8fyDtyA7sR1xk1wFug8PNE8t3A22/z/AQ3+bKBfVFFDWWMCoyo9MgszuemmrqvlqDKSqaxJ9cecTXi/4hgZUQQgygrIJa/+eC8gaq6rreaNfr9f0hPn12BuBb05NVvZ8Qcwjp4f1TnsBVUkLub+8nZd9mHCYb7yWdzAvp51Ay8XhCJkxgVvJMjE0x1FDIWjUr4Nr2leHbrzmymDWs47djiqzGWx9DnDWBXZV7eW//RwF1rw5liogg4857CJs+A8fePeT+9n6qPv0YXTt8hijYHE5PQKaxsdkDwJxJvrcjw0O6rmz+2Zb8Dm1xUXZ0XeeF718DYH7qCb3qV/EzT6E1NxNz2hlSXX0QkcBKCCEG0BfbCgK+P//J3i7P9bQEECaTL1u1vfw7KpurmRKn9Hqh8+E4cvaT/5c/4S4tIS9tKk+Ouoi9EWPAYKBlFguT0URzSRoA7+z4mgZHW9bN0y6DNSopwvfB0swB+2pMUVV4qxNw7Z3D/IjzsZtsfJG3lu9Kux4/+IKr1F/dTOKVPwWg4s3XOfibu6j69GO8jsMVcgieh1/bzt1PbKC2wVfXq6SlsvwVZ0wkKtxKs8vT6XW6rvPB+oMAXH32JABiImxMHRPL+qLNFDWWcFziDGYnH/kC/Zq1X+LYu4fQyVOIOevsXoxK9BcJrIQQ4ijaX1jb5bHWjFXr2pyd5b5X9c8YtTjo/WjYvo3Cvz+Mt6Ge+B9dwquhx+JpV3i0daG9V9Pw1sajawbMafu5+fGVbef4AwydLdVfYz/2C0JmfUmtsZBoPQ1X9kzQjSSFxXPdtKsAeOf7j/FonQcmrQxGI9ELFzPmT38lasFC3JWVVLz5Ojm33kjZay/3+xThgWLfG433P7sZt8dLcWUj4SEWIkKthFjNOFydr5WrqvMFYnariZNnpPLMrxfz4m/PApOHt7I/wGqyctboU4+4P80Hcih/5SVfIdAll8hbgIOMBFZCCDFAVn3Tlq26+hxfBsPh9P2h/ja7gn+/8x0HitoCrdY1OWaTEU3XyKk9SIg5hJSwpKD1Sfd4KHn2aYr+/Ri6x0PSlT8j9qxz+PXlgVmU1qxMXmkDuO248ydhMGqYU3L857S+8WcMr+Hzwi8wmN1oTjvxjun8dtEv+fGpvjG7PRoTY8YxIXos35dn+avId8cUEUHSVVcz9uF/EH/xjzBFRFDz+WccuOfXlP7vBbwNDcH4kXSpweHm+kfWUlrtIDkuFPC9PVnX6GJD0Vae+u5FShpL/edv2F0CwLypyQAYjQZ0XefF71/H5XVxRuZiUsOTj6gPTftU8h/+i+939dNrsGeOCtLoRLBIYCWEEAMkt8SX+Zh7TBInT29bI/XZ1gLeXZvDtn3lfPBVW6BSUeub6jIZDXyeu4bK5iqOiZ0YtGlA3eMh/+G/ULfhayxJSaTfcRdRCxYCoGTGsGBG21tm+4vqeGftfipqfWvCvGXpaM4QzEn5fFe+t11/NaadWAmAUz0O57eLMJYrWEwWrK2V4z1ejAYj5445w/dzqQ+cHu2OOTKS2HPOY/Sf/kLS1ddiSUigds1q8v/6J9yVlX36mXQmMSbE/1lrWRM2NiUSgLhYA9aJW3lp7xt8W76Lv3/zBJtLvqHB1cg7a32/y4qatnV0u8tUdlbsZnRkJosz5ve4D7qmUbnifQr++qBvg+WrfkbE7N6VaBD9S8otCCHEAGmdMrr01AkB7V9uLwSDhjnlADu176jYHkqMLYZVn0YAFuqaXGSXbMNqtHCpclFQ+qK5XRT+/RGas7MInTKVlGXXYwoNLHJ54fyx1De52Z5VgdujsWJ9LlHhLYukdROu7BnYp2zknawVJIb5qoZb0nLYV5NNZkQ6am08ALcsmQG01cYqblmjlB7hCy4L6ovoDaPFStRJ84mYPYeyl/9H3fp15D34BzJu/3VQ9x4MD7FQVh24nmtUsm8NWW38ZkxNFYR5E5malsGmkm288P1rGDBgnZCAu2ACJ03zFYGtcdby2LbnAfjRhAt6XC5D1zTK33iVms8/wxgeTvJPryF81rFBG58ILgmshBBigDS2LPRuX3zTR/e9NRdTTh1Q17KBnn2GBdeBKeR7ailtKmNq3GTCLKF97ofW7KDwX4/i2KcSMmkyKb+4AVNISIfzYiJs3PjD6dz9xAb/W3G1DS4Arjv/GEoqG/mk9CBlcSX8Yf0/8KQlYI4vwmqyct20K7nji+0ARIX5grGpY+MIsZnZsqeMHy4cR4jZTlJ4Ann1hbi8bqwmyxGPZcX6g9isJk772TWYY2OpWvE+eX/6Axl334ctLa23P6IAnk7qVM0YF8f6oi3kNR3AWxdLmud0rjp9BgvTTmZD3rcccOyjgEJMMWV8XKuy9dt49lXvx625OS1zIWOielbcVfd6KXv5RWrXrsEcG0fG3fdiie3d1jdiYMhUoBBCDJCmZg82iwmzyfe/3tY3xcwZ+zDFlOOtjcWxfRGO7YuIaJyIwezGNmEHedYNhFvCOH/smX3ug7ehgcJH/4Fj7x5CJk0m7cZbOg2q2mvdP7A9k9FAiM2Ce/9M3IXj0AxuzPG+zNMvp19NrD2Gn19wDLdeMsN/jc1iwmI2Ulbj8JdZmJs+C4fHwfrizUc0Dl3Xqah18M7aHF79PAuD0UjchReRcMnlaA4HeX/6Pc6CjqUOesPt1QgPsfCnn88lIdrOry6ehpNG3sxaTojJjjtvEt9mV6LpOm9+XMrKD21krZqKM2smVkcKdc56dlfuxW628aMp53LhuJ69xadrGiXPPU3t2jVYk1PIvPc+CaqGAMlYCSHEAGlsdhPaLls1bVwcmF2Ykw6iOe0Y8maB25e1Kds9FmN4DOb0LGJDw7h57mUkhSb06flaczPFzzyJY59K6OQppN18a4+2ijF1ElgZDAYsZl+A6CmcgFYXiyVjH6kh6UyIGQfA3GM6Lsyua/RlvHYdqGLa2DjOnrCY5XtXsqdSZVH6ST0ey0uf7WP1N4Ud+hRzxplgNlH+ykvk//mPpN50K6ETlR7ftzNuj4bFbCQ5NpS//OJEPJqHP23+Oy6vi0snXsTzG3zZvD88v5Xc0vrW3qBVJzMmbiq/OmcqDe5Gwi1hJCVGUV5e3/XDWui6TvHj/6Zh+zZsmaNIu/lWzFHRfRqHGBiSsRJCiAHS2OwhzN423RViM2PJ3IvBqJOqTyXcEh5wvtYQg2vv8YxxntLnoMrb1ETRE/+hadd3hEyYSNqtt/d4/73OMlYA7Zu1+jic38/jjgU/6dE9W6dFY0OjSQyJJ7vmAO5uyi60d2hQ1V7MKaeR+OMr0JxOCv76IBXvvd2noqJur+YPInVdZ/n+jyltKmdO0izmp53A1JbNsduCqjbRETaMBiOR1ogev3SgaxpF/36Uhu3bsI8dJ0HVECOBlRBC9DNN19mRVYHD6QlYX1XtqsQcX4TmCCNRU4iP6nxKruva5D2j6zrFTz1O066d2EaPIe3WO45os15jJ3WSxqRE+Os7tW8LsR0+WJvdUq28/XnT4o+h2evkzX3Le9Sf+iZXhzaPNzBwij7lNFKu/xWmyEiqVnxA0eP/wtvU2OG6Qx0oruOtL/cfUvhUw2o2ous6n+V+yar8r4i2RXHxhPMwGow0NgduTTQ+PaqtH2FHVhFd1zRKnn2Kxh3bsY8dS+qvbpagaoiRwEoIIfrZhxtyefTtnQBEhLZlrD7PWwOAp2gcIWYbma3Vyg9hNfdt8+Hy11/1Z6oy7rz7iLc/OTRjddK0aa5MSQAAIABJREFUZOKjQjCbA/+E3P/T7l//VzJ8QUJ9k5vsglp0Xef8sWcSY4tme9nOw+4f2Orlz/Z1aKuqd3Zoizj2ODLv+3/Yx42ncfs35P/lwcMWEy2tauIPL2zlo4253PTPr/zBmqtlKnBH+S6W53xMmDmU2469nkir7/fVWgi01XnzRnc7hs7ouk7Fm69Tv2kj1tRUUm+4GXNkZK/uJY4eCayEEKKfbWwpFAkwuqX+UXFjKRuKt2BwheGtTqK20UVclL3DtWnxYVy0YGyvn127bi01n6/k/7N33+Ftllfjx7+PtmxL3nvHQ5nOTsiADFaAhJWyR6HMUkZLS1vavm/79lcotKWLQimljLIJmxBWyJ6QnTi2Ejue8rblIWtLz+8P2bId24kTyyTE9+e6uC6NZ8bIOr7vc5+jTkgk6fa7UGiHtsS/t6NzrG6+MJB0f+m8LHJTI/nlTdP5548XDOlYmq5g7PlVRTz6yk5WbSlHrVSTH52D3evAYqs7zhEgJS6832sNVvuA26pjYkl78CGMc+bhtlRT+chvcVkGnkZ8+NltfZ6v3WXh463leLx+JLWTFYfeRyEpuH/qncTqY4LbLZzad/VhfJSOh2+cxrjMaM6ePLSyD7LXS8Nrr2D94jOUUVGk/finqCIjj7+jcNoRgZUgCMIIU3ZNuy2ZncEFMwMNlYtaAqMu8e5J4FfS1OYkKqL/SNL/3jIjWK7gRNkPman/74tIWi1Jt9+FOvbkVpQdPWLVnW8UFaHlFzdNJyc1Eq16aKNqmqO2221uAGByfKDW06flXx7/GF0jeKlx4RTkBO7p6DpTfa5fqyXx1tuIWXYZvvZ2Kh/9Lbbdu/o0gB6oGfa7G47wzvpAkU9nRDlt7g7Oy1gQrL/VbencvtXP1SoFeWlRPHTdVKINxw9kZb+fhjdfo23tlygNRjIe/pWY/vsWE4GVIAjCCOqwu6luDLRauXpRLiqlAp/fx9d1uwCIIQ0At8dHVET/L2H1SU4DuhsbsPz1CfD7Sfn+vejHnPyoV+8Rq+7CmCdLox74a6cgbgKxumhKWo/0CXiOJssydlcgyf2G8/NZNi8LgLfWlBzzvJJCQeyll5N4863ILhc1T/2duuf+FWzkXFRhDW7761sCU5ouT08PQIe2DgmJ8zMW9ju2UqHg2l5FX0906rbpnbdoW7sGdXw8Wb99BHVs3AntL5xeRGAlCIIwgirr+/ev2163i8oOC1MTCkiJDIy4xEXqeqqaD5PPbqfmyb8hu90k3Hgz4RMnDet43XFVYkwY//vdGcM61mBBhyRJpBvSsHk6sbpaB93/jS9LWLmlHACtRklSTKBgqnuAIp4DnSPynAWkP/wrNEnJdGzfRvUfHsVdV0eHPZCAft/ySWQkRqDV9FynwtiEU91IdmQmYeqBFxjMndhTWqL3vscSmP57Getnn6KKiyPtoYdRGoYXuAqnngisBEEQRpCja3Rl+YKeEaPupsNX5FzC0jlZXDovi+9dMr7fiNVA9aOGouWTj3HXWDDMmUvkgkUneeU9FF1TmQopEJwMh+eoACg+qidQSTcEcpUqOwbOgVq728IXO3qKfuo0SsJ1alRKBco4C6srN+Dz+wbctzd9Ti6Zv/l/GGbPwVVVRdUff8/ej1aDLBOmVSFJEufPSAtur0oInPPSMUsGPWbv1Z5DmRZ1VVVS9YdHaV3zZaBP4wMPoo6JOe5+wulPFAgVBEEYQW+uOQz0BBDNDitmawnx+lhi9dEAXH52T9D1+L3zaWtz8On2Si6aPbS2J73Z9u7B+snHKA1GEm+4ediBEPQknPt8wy38ABPHxDC/IJnJObE89d4BVm4u45xJScRF6TFF5/ARsL5qM1PiJ/bb99PtFX2edwcwuQVWKtT7ea9kPyWtpdw16Zbj3rekUpF8x13oMjNpfOdtrmjbQKdSh+7dfTQmJzEnzIAnrJODNhtuZQ2S00AWUbgbG5DdbrwtLXgaG/C7XCj0enRZY0CW4TjnddbVUfPsC9h27QRZJmLadBJuuEnkVJ1BRGAlCIIwQto63TR3LcXvXsm2pfYrPH4PF2QOPJI0PjuWxsYO7r3yxKfvvO3tNL75OkgSKfc9gELXf5XhyYjqSsBuG6B+1IlSKRV87+JxfepOHaltJy5KT3ZkJtnGTA63HsHlc6NV9p0ajYvU09jqZGxGFDXNdgxhGnx+Hy1hheABhaxmf1MRm2u2Mz/1rCFdT/QFSzioTqLmw5VkO2pwHdiL68BeAKZ2/ccRgGbK3n3wmMf6hTESVWoajSsa0KSkoU1LQxUVjctSjePwIZxlZTjMRcgeD5q0dGKXXUbEtOkhCX6F04cIrARBEEZImy0QVE3NiyMtPgJZltnXWIhKUjItYfJx9j5xjW+8hqehnsiFi9GPyQnZcbtXK7rcx59mGyqVUsGtF4/lhVXFuD09QVZWZDpl7RVYbDWMiczqs4/D5UWjUvDQdVPx+WVUSgVvHfqADk87cmMGkW4TnenrePPQ+4yLMQVHBI9nxQEb7YlzAXj2+9PwtrTgbW1lfeFnWBurCLPqyNUnEx8bgaRSI6nVqKKjUccnoNDr8XV0YC8qxF5chLuoEHdR4aDn0iUnEbX0cgyzZouA6gwlAitBEIST1NjqYNO+WpbNywo2Vu6tO78qLT7QqmZL7VfUdNYxMXYcOtWJ15M65rW8/RYdX21Dk5ZOwvU3hvTY4Xr18Tc6Cd2J7B5vT8CWHtGVZ9VuCQZWflnG7fHhcHnRd+VAqZQSftnPzvo9hKn0uJsm4Ffr+U7+pbxW/A7rqzdzZd7SIV2Htyvv6y/3zUcVrkEVGUWTo4VVViv+qCRcB8/ih8unkZwz+Gq9yHnzAfB1duKuseCyVOOqqsJn60AdF4feNBZdZjbJuWlD6hUofHuJwEoQBOEk/eyZrQDkpUcyMTuWbQfrSIuLIC0hEEjZnYHASq9V4fP7+KJiHUpJyVX5l4b0Otq3bsH66SpUMTEk337nCbWrGYqk6MDKu/z00OYBdedu9U5o7w6mttZ+zYK0uUiSxLvrj7BqWyC/qnsVIIDFVovN08nspOnsRYPP72dq/FQ+OvIZX1ZtYF7q7CH1WIyM0KBQSH3qhb1pfg8AXVseLr+K5Nj+RUkHogwPR5+Xjz4vf0jbC2cesSpQEAThJByu7ikJIMvQ0Org2Q8P8r/PfxV8va6rGnh8lI43zO/S6GhmRuIU4vQnV6hzIJ7mJupfeQlJqyX5rnvQpqWH7NjdxmZG8+A1k7l/eUFIj6vuqmnVu1RCfFgsBXETqLbV0ORoAQgGVUCfIqofHvkUgPEx+aiUEl6fTJhaz5W5gZGqjZatQ7oOt8ePtld9rQZ7EwdbzGQbM/ifyy7nlzdN77N6URCORQRWgiAIJ8jvl/n9K7uCz598Zx8/f6b/l7jDFZji8qvsbKvbSZwuhu/kLQvZdcheL9V//hOyy0X8Vdegz8kN2bGPNjE7ljBdaCc51MqewKrV5uLjreV4fX5yorIAqOyoBuhTvfycKYGq562uNg42m8k0pjMtcTJKhQJfV0L8lPiJhKvDWFu1KVjh/lj8stynuvzO+kDy+pyUmcRE6MlJFa1lhKE77qfEZDIlAb8DJpvN5pldr8UAjxFYK5EH/MJsNtd3vfcQYASigc/NZvOHI3TtgiAIp8SOrjYs3bxHlSF4f+MRthyoIyk2DElj5+O6t/HLfi7OPp8wdRih0vzh+3jq60JWr+qb1t3exuP18dzKgxwst+L1yYybEKghVdFRxfTEyX3qQo3p6rW4u2E/ADMTp6KQFKiUEj5/4OegUWr4fsGtPLHzaV4ofI17Jn+PLOPgpSt8fjl4LW2uDj4tX41WqaEgbkLob1o44w1lxGo+8AHQe/nCo8Bqs9n8GPA+8CcAk8k0G1hkNpv/B/gR8ITJZBLFOQQBqGnq5KGnt7D9YP2pvhRhmD7ZXnnM9z/as5eOzM8oiXkd7eSNNLoamJcym1lJ00J2DfbiIlpWrURpNBK//Opv5Qqz7p6D9S2OYFmKHeYG0g2pqCQlGy3bqLDWBvsAXjY/m4ToMFw+NyuPfI5GqWFqQqAshVKh6BPgZhkziGidRKfHzoelnw16DdYOF50OD6quEau9jQfwyj4uyb4AgyZiRO5bOLMdN7Aym81vA0cvYbgE6B733tz1HGBp9+tms9kDFAHnhORKBeFb7qMt5TS3O/nXh4MvxRa+HbpX+928xBR8bencLFC5UaWUoh23DYXOAT41sjOMJWkXcU3+5SELfjzNTdQ8/Q8AUu79Iaqob+ffr93J63tKmqhvCeSjWRo70at0LM9bhtvnZqNlG35ZZs6ERC6bnw1AUbMZp8/JwrR5RGkD03SBEaueXC27y0vDoRT8tkjM1sP8c+2X/XoQllra+PFTm/H5A1OBdo+D1ZXrAZiWENp8MmH0ONkJ8wR6gq12INpkMqm6Xi/qtV1712vHFB0dhuokG42eiPj40dWDSdzv6aWu64sDQKPXEDlAw90Tcbrfbyid6nttsNp5ceVBbrt0AjFGHZ1OLxlJBuJje0Y0HPoadAUbkVQeZI8aV+lE/NZEAK6/7mJ02qH/uj3W/cp+P+YXnsVv7yTjxutJnx36eljfFIVm4H+T+HgDl8Ys5sOyT9neuB1JfxYR4RnExxsot1bxn8JXAViYN4v42MC/lU6nxuuTiYuLQJIkPF2Nr90V49GO38q+zi2odBcSY+xJQv/HeweCjzUaJbvbdtPsbOGivEXkp4d+EUDv+xtNRtv9nmxg1QAYgFYC+VRWs9nsNZlM3a93M3Zte0xWq/14mwxbfLxhVNUOEfd7enG4vFTU9VzfjgM1FByjJs7xnO73G0qnw73+bcVe9pU243Z7ueKcMXQ6PIzNiKK9PTBFJek72N7xFZLKg7cpBa8lF9nVk0vV0e7oN+w/mOPdb+v6dTRv3oImNQ3t2eee8n+b4bA5PAO+3n1PixLOZ5XlI1SJlXi94yiptvDnnc/gl/2cl7EAoy8muK2/K3G9vqEdpUJBpaUNALkzEr81EWVMPSt2rubKiQsDr8syuw/1fD01uep4+8AWtEoN5yYvHLF/19Ph/+dv0pl6v8cKFk92VeDHwJyux/O6ngOs7H69awRrPLDhJM8hCGeMjqNagXTYB/5CEU5Pja2BAKrN5sJcaQXAlB5FfJQeRVQD2nFf4cODu2wCniMF/N8NC8lMCvzi1WtDNxrvaWmm+aP3kVQqUu//EZJy5Ef6R1L3VOBAzJVW3nnPjeTRo4yz0KGs5j8HXqHJ2cK56edwRe4lfaZWlcrA4+48q45eQZun0oTsU7CuZkNwOtDl8RF4KCPpbDgTd+H2e7jWdCV6lSitIJy84wZWJpNpAXATkGwymX5lMpn0wC+A800m06+AK4GfAJjN5u3AWpPJ9CjwJPCg2WxuHeTQgjAqOFxeHn15JwCxxsD0338+LjrWLsJpxOX2UdscGFVXKhUcLA8EVrnpRjZYV6LN34VC6eXy7Eu5Yfp5zJ2YRGp8OGnxgYKSvVe0DYff7abu+efwtbYSveRi1LGhq4V1qqgHCay+KqqnxNIGSDjLxoIEhdJnlLaVk25I5fLci/vto1L0bRRt6/XHi0Y24LMm4lPZWHckUCZj+8F6ULnQjNuOrmATirAOZiZOC+kCA2F0Ou5UoNlsXg+sP+plB3DHINv/MQTXJQjferIss2JtKZ9+1bOCLDZSH1z9JJz+SixtfNbr59fp8NBmc6HTKKn3l7CzYS+ZxnRuHHsVKRFJACycEmjJougaTTkqX/qk1T3/HI7iInQ5ucRedkVoDnqKDZbM/8wHhZw1PpCf5m9NxFM2gbgx9czMGMfFWeehkPoHZMERq64E9u5pxvuWT2Jybhx3/KMZZUwdn1R/zPysAl5avR/tuO0o9Hb8nUa8TSncvOjqkbhNYZQRLW0EYYQ0tjn7BFUAMcaehPX1eyws6PoSFk4/H24u4/2NZX1eK+/Kk4uNlfmg9BMkJL434Qbi9DH99s9JjWTjvlomjun/3olqXb8W246v0Kank/rAj76VpRUGExelR6tSYGnq7PP6tl5lSXxNafzg0iuDrYIGouwql9A9YtXQlbsbbdCikCQunzaVlRW1dCZV8KPPH0c3uRNJ6WNWwkzCm6YyxhQ5YMAmCCdKBFaCMEIGqsRt0AfacUg6G68dWsEWN4Sp9Nww7qoBv5yFU8Mvy/2Cqt7k+CO0udu5OOu8QX9uZxckExmuYVxm9LCuxWWx0Pj6qyj0ehK/exvKsKH1rPu2eP5X59PQ0IHD7eW+v24cdLtjBVVAsAn2tsI6Ljork6LKVrQaJeld+2k1Krx1WSiiGlDo2sGjJls1hevHX4FaIb4KhdAR4bkgjIDK+oFXwcQatYG8jvydqOJqqLbVcKi1lD/vfBqnV0wRnkpenz+Y2Fzf0n+l8gxTPOBHmViOw3gYo8bABVmLBz2eJElMzo0LVvQ+GT6bjeo//wHZ6yXhxpvRZWWd9LFOV5IkoVBIhOvUwzpO94jVinWltHe6qW+xEx+pR9mVe2VKj0J263HtOxvHrkU4dy/mnKSFIqgSQk4EVoIwAirrbcHHZ41PJC5SB0BmkoHIiXtR6Bx46zP489mPMC9lFm3udp4vfBWH13GqLnlUq23u5M4/rmP93hoAymrb+20TndlI+PT1aDKL0St13DbxxhH9UnY3NFD5+9/ha2sjesnFGGfPOf5OZ6DMJAM/vmbKcbfrHZg98eYeAKobez6HmUkGrl2cCyjAq2Xm2ERmjD1umUVBOGEiVBeEEeBwe4OP77x0AjaHhxJLGxExTtyaFnxtsXgqxuHyyFyRu5SqDguFzcWsKlvN8hA26RWGZtP+WgD++6mZhVNSeXfDEQDmTEhka2E9iggrW9t2oFBJTI6ZyoVjziHdMHL5cR27dlL37D+RvV4iFywi7vIrR+xcp7NYo45f3zJzSNtG98pfrGoIBFSBUcYeSbE9tcXOn5keXGAgCKEkRqwEYQRYOwLTerdeNBaACL2aKblxfFD6CQB5+gJA4v0NR/hki4UfTfs+Ro2BNVUbqbHVnarLHrVKqgPFJCP0avyyHFyqP2NsAii8aPN345f93FlwM7dPvm7EgipZlql+931qn34SgPjrbiDhhpuQVKPjb+CbLsgnIzGCZ368gO8uMfHLm6cPed95E5OD5Uy63XiBqc9zY7hmwMeCEEoisBKEEdDS7gRgQnZPYnOL00phczHZxkzGR40HYN2eGlZuqUApqbg8J1CbZ1/TwW/+gkex9k43h7sCK5vDwx9f243b62fepCSm5MYxbn41qNwsyVrMhNixI3Yd3tZWLH/7CxUvvYwywkDaj39K9LnnIylGz6/pRdPS+M2ts9ColSyYkkrUCbR9CtOp+OFVfdv7HB08pcX3JMAbw4aX0yUIgxk9n1hB+AbZnYGpwAh9zy/vr+oChQlnJU3rt8KpzeZmfGzgr+tD1pJv6CoF6Jk26mauCtQ0npIbT7H1MOXOYhLD4lmcPnL95O2HzFT83/9iP7CPqCmTyfj1b9Hn5Y/Y+c5UqfERXL0od9D3VUoFyV3TgaEq3CoIRxsd48uCMAivz88Hm8pIiNZzdkFKyI7rcHlRKqRgZWmrs5VVZavRq3RMTZiEx9n3o9fS4SLXGEmGIQ2ztYTS1nJyorJCdj3CwGRZZuWW8gHfMxolXi5+B4Dvjr+WMPXItDlp37aF+pdeQPZ4iFt+Ffk3XUNTk+34OwoD0qiPPV7wm1tn4vPLZ1QtMOH0IkashFHt460VfLy1ghdXFYfsmD6/n9Ka9uAvb1mW+bjsC3yyjytyLsGgiSDa0HeKo7vlzZKu5fvFLYdCdj3C4IorrMERqmvPzWN2V7VvgDLnQZqdVhakzSPTmB7yc8uyTMsnq6h77lmQJJLvuY+Yiy4RX/gjTK1SotOIMQVh5Ij/u4RR7YNNgSKQMoEvulB8qRVXBr6ou/9y3ttUyNbar4nWRjEzaSoweCuPMZFZAFR0VA/7OoTjszl7Vm9mJRm4YGY6ja0OdJE2PqtcjUJScGHm4LWqTpbs99P84Xu0rPwIhV5P+k8fRpueEfLzjEZTcuPYsLeGaxbnnepLEUYpMWIljFp+f98mbg3W4deQarO5eOKNQA2d2y4ZT0V7FS8UvgbAXQW3oFH2JNPesWx8v/0NmgiitVFUtlcHi1UKI+eddaXBx2NSjAA8eN0EPMl7cPqcLM9dRqTWENJzyn4/9S+9QMvKj1AaDGT+729FUBVCMUYdv7l11rAr3gvCyRKBlTBq7T/S3Od5dWPnIFsO3RtrehLPp+TGsrZqE16/l6vzLyfd0DeHa86EJC6Zkxl87u8KpHKjxtDhsbGjfs+wr0c4ttbOQFmM390+O9gS5e3DH1Jtq2F6wmQWps8L+TmbP/qA9s0b0SQlk/mb36GOjz/+ToIgfGuIwEoYtf729j6AYIK52+s74WNs2FvD7sON/PczM3anh+JKKwB3XzaBFlczexoPEKuL4ZzUgatmO1095zR3TSFekLkQgMLm0OV9Cf3ZnR48Hj/56VGkxAX67xU1H2J73U7SIlL47vhrQ35O6+ovaPnoA1TR0aQ99HNUkZEhP4cgCKeWyLESRiV7r9yahCg9lqZOXv38EEUVVi6dl0Vc5PFXgG3YW8OLn/QEP0csbbTZ3MRF6pg1LpH/HnwTj9/DxdnnDZpTZXf1XEd1o41xmdEkhScQrg6jqOUQdo9jxFajjXbVjZ3IQE7XFCDA2upNANw47iqUitAux7euWU3jG6+iNBhI+cH9IqgShDOUGLESRh2Xx8cjL+8IPo8xBvr42V1eNu2r5ZGuFXrH0zuoAqjsqofU1ObE5ulkT+N+orVRzEqaNugxzp2eFnzs8wWmAhWSgkVp87F5OnmvZOXQbko4Yeau0cXun7/P76Ok9QiJYfEhr6ze8snHNL72CoqICJK/fy+6rOyQHl8QhNOHCKyEUWdHcQO1zfbg8wh934HbNpt7WMe/amEOrxStwOVzMy9lFgpp8I/ZmBQjv7k10AutqqEj+PqFWYuJ1kaxq2Efbt/wrkfo4ZdlPtpSTkVdB6t3BlZeThoTqI5/oLkYl89NfvTgBSZPlOz30/DaKzS9swKlwUDaAw8Slm86/o6CIHxricBKGHUcvabfAHLTovo8lzQOXix8gz/vfJqytooBj+H3yygVg0zvGUrY33SQnMgsLsw6/lL9tIRAXauthfWUWgKtVRSSgplJU3H6XLxX8vFQbksYgn0lzby34Qj/9+LXdNg9nDU+kYToQCXuzyrWICExL2V2SM7lbWul+o+P0bpmNarYWNJ/9gt02WNCcmxBEE5fIrASRp3GVmfw8X3LJzEtLy74XNI40I7fxtf1uyhtK+eZfS/S6bH3O0arzYXPL5OTauS6c/O4YGaggKQispG19Z8Trg7j6vzLjzla1U0hSUwaEwv01NUCOD9jIUaNge11O/H5TzyxXuirtrmTv7+zr89r+emBoNrpdVHVYSE7MqPf6s2T4ThSSvn//BLH4UOEjRtP5q9/iyYpedjHFQTh9CcCK2FUsTk8fLGjCoBH7pjN1Lx4IrqbsUo+NOO2I2lcLEpZyIK0edg8nfxjz3M4vYFl+V6fn8+/rgqu4BufGcP5M9NRKSWUMTVo8nYhIfG9CTeQdgJf0N25Vt0V2V1uH/c+sZWWqmhcPjcVHVWh+icYtfaWNPd7zeP1A1DWVoFf9pMTOfzcp46vtlP1+KP4HXbir76O1AcfQhkWPuzjCoLw7SACK2FUOdzVvgQgOTbwZadUBD4GyoQqFFon3uYkir+O54rcS5iaUEBlRzW/2fY4VR01rN9TwxtfHubfKw8CYMqIwu6xs9P/PprcfUgKmVsnXs/YmBOr+qzXBFagbdxXS3unO9gY2NceGMn6tHzN8G5cCNYJ623upCQAPq9cB3DCP7ejNa/8kNpn/4mkUpF8x91EX3ChaFEjCKOMKLcgjCq6rgAmMbpvCQMprB11RjGyT4m3Op8jrg7UChXfHXcNGn8E25u28Idt/6Rzz3xAHdwvI9HAmqq1tNOAzxqPxjqWaYsLTvi61Oqepf07zQ2E6wPn8FsTUDiiKWwuptXVRpQ2sETfXllJ48dfYC8uwtfRjr+zE7/LhUIfhioqEl3WGIzzz0afly++2Lu02gKjjvdcPpGK+g6Wzc1Co1bS5urgkLWEnMhsTMNIXK9/9b+0rV2DKjqa5DvvQZ8nWqoIwmgkAithVHF1Tf0smNJ3OX1aXjtNErjLJiC7wshIiABArVRzZEcKHs0Y1ClHUGcV4iktoHuwt7itkE/Lv0Qpa3GUTiYmysjJ0Kp7Bo8lhURzW3cemIRsTQG9lYPV+5hYr6Bt0wYch8yBt5VKVJGRqOPjkTRa/A47XquV9ppNtG/ZhDoxicj55xB59jkoIyJO6trOFN2rPXNSI5kxNiH4+sGWwL9lQfz4kwpCZb+f+v++SPumDWiSkkm59wE0SUmhuWhBEL51RGAljCpuTyAJvLvaOkCTo5lWXTGyT4GvNfCFW9lgY+1uCwnR+kB9KsUYlFENqGLrUEbXI7v1yHYDLx5sQK1Uc0nC1by5s4mlczMHPO/x6DQqxmVGU1RhxeP109gVWKmUEr7mWKZ1OIh45wXqXIHA0DhxAuHzFxI+qQCFVtvnWLIs4zAX07ZpA7adO2h65y2aV35A7NLLiFp8br/tTye9G2HvOdyEVq0gPj40vfrabC4kwBjeM+Lo9rn5sPQTACbEjj3hY3qam6l77l84Dh9Ck5xC6v0/Ei1qBGGUE4GVMKp0Jytreo0Q7Ws6iFf24rXkgb/nI/HyZ+aeHf0qXEWz0WQfQBNtxaezg85OpDaSuwtuId2QysJ8f7Df3Mm4cFY6RRVW3B4f63ZbAJisaGFG8TqiPR14lCCfO4/sxctInZhHY2PHgMcRlGcFAAAgAElEQVSRJImwseMIGzsO3/U30rZ+PS0ff0jTO2/Rsuojku+6h/CJk076OkeK1+fnzj+uA+DnN0wLruCbNy09JMevtzqIjdQFc+oA9jYW0u7uYEHaXJLDE0/oeJ0HC6l58q/IHg/hkwpI/N7tqAwnN2IpCMKZQwRWwqjSPWKl7ZXTVNpaDoCv+TjL4X1qHp5/J5lJBvZbKmiwNzAnawJh6kAdpOEEVQDqrv3X76kBWWaO9QALWnbjR8I3awrPp1UzLz8ZU+LQp5mUYeHEXHQxkWefQ8snK2n9cjWWvz5BzLLLiF12GZLi9Fm/Ul7bEyg+9uqu4OPnPjjAlWcPf7Wew+UlxtizOq/J0cxr5ncAmJM8a8jHkf1+Wld/QeOKN0CSiL/6WqLOu+C0+rcUBOHUEb8JhFHF5QmMWHVPBdo8nRy2lhKpMTAxPVDy4JrFuXxnYc6A+3c3652Umsm5eTODQVUoqFWBYE/f1si1NV+woGU3Dm0EL6ctIevW70N4GJstX9HssJ7wsZUREcRfdS1pP/4ZqphYWj76gJp//A2fvX+NrlPF0mQb8PWVm8s4UtPOh5vK2HWokdrmzpM6vs8vo+hV1HVN1UbcPjdX5i4dcu0qn72Tuuf+ReNbr6MICyP1gQeJvmCJCKoEQQgSI1bCqOL2BkasNF0jVp9XrKXTa+fSMUs4Z+ZEDpa3MDUvnroWO2+vKw3u98gds0mMCUMxgivsVLKXRU07mN5mRiX7cGbksS1tLrUNMkpULM9bxqvFK/i8ci1jM757UufQ5+WR/vCvqHvuX3Tu20vFb/6HhBtvJqJgcojv5sS99Kl50Pc27a8NTI+q3Cij63ns+kuJ1UcP+diyLOPzyyi7fn5FLYdYX72FSI2BBWlzh3QMl8VC7bP/xG2pRpuZRfKdd6M5gdFDQRBGB/FnljCqtHYEltyHaQN/U5S3VSEhsSh9PnqtiummBBQKidiuxrwAi6elkhwbPmJBlez3Y12zGs9f/h+zWw/SqdTxbtICvNfcQWd4IHjw+WXOSp5OhDqcLZaveX3b+pM+nzo6mtQfPkjMJcvwWluo+ftfqH7ij3QWHkAeoNbTN216fv/k7warHWVsDdoJW9BkF/L77U8GR+4Gqk91tO5NlEoFLp+bD0pWAXDbxJtQKY7/96WzvJzqPz2O21KN8exzSP/pwyKoEgRhQGLEShgVOp0envmgkMKyFsJ1KjISI5BlmZrOOuLDYtEoNX2212p6crC6q6GPBL/TSd0Lz2HbuQMkia8jx7EhdgoehZrLtCoOlLUAsMPcwNkFKVyZdSUvFb/Ku0dWkBkTRV70yfWeU6g1xF2xHMOMmTS89gr2okLsRYXosscQuWAhEdNmoAwL3TTn8bg8PS17bl82np1PBALHBVOS2FS9k9LwLWgS2gGQvSocKhv/2P0f7PvmYHf6+P1dc4jQ96z2W7WtAqfbx5wJiSTHhuPzByIrhULivZKPqbLVMCV+IjlRWce9NseRI1Q/8Qdkl5P4q68j+oILQ3jngiCcacSIlTAqfLmzmsKuIGV8VgxKhYKS1iM4vA7SI1KPuW+4Tn3M90+Wt60Ny5N/xbZzB7oxY4h5+Ld8GT8TjyJwPr2u5++eF1YV43B5SdZk4SmbBAofT+39D1/V7Rrs8EOiTc8g/We/IP3hXxE+qQBneRn1Lz5P2c9/QtN77+DtaB/W8YeqozNQY2rOhES0aiU3nJ+P1tBJheEzNGP2owhvx9cah3PffJy7ziXWn0ODs4H21DU4I0sprW/sc7y315Wycks5v/z3dmqbO/F3BVYOrYVNlm3E62P57vjrjntd9uIiqv/wKLLLScLNt4igShCE4xIjVsKoYHN4go/jowJV17fV7gRgQdq8Y+4bpgv9x8TbasXy97/iqqwgbPwEUu//ETa3Hzgc3Eav6XvedbstpCdE4GsJrF7Um4p5uegt6jobWDZmeK1T9Dm5pD7wIO7GBto3b+wq0fARrWvXELvsUqLOPX9EE7Tb7YGfjzE8MHIYnd6Cun0L9S4f3qZkvJZcZFfPir4MzxzsPg+O8Eo04UW8UFbKD6Pv5p1Pm/pM4wIcqWknMk8Lkp/G8B0oJAXXj/0OGuWxA2bb7p3UPP0PAJLuuAvj7DmhvGVBEM5QJ/2NYTKZsoAvge7usEZgH1AOLOy16SNms/mLkz2PIIRCh70nsPL6AisDq2wW1Ao12ZEZx9w31CNWfrc7GFQZZs8h6bY7kBQKDCq4alEOK9YGkub1WhW3XDSWFz8pBmDFulLmdfW287Ukc8/kefznwMt8VrGGGYlTSIkYfs6PJj6BuMuXE7PkElrXrKZ55Yc0vvk6HTu+JvnO76OOjR32OTburWHT/lruvXIShrBAINXeNWJlDNOwp/EALxa+jlqh4s4JNzM3dzrf+flKAH541WT+umIvCr+ayOazsB7KQplQBSll/OGrp/DJyfhrjaBKRFJ6UY/Zz+u1a1lni0M7vh2vspMFqXPJjx541ScEEt1bPvqA5g/fB6WSlHvuI2LylGHftyAIo8Nw/hTvAO4ym82rAUwm0/8BXwDnmc3mhSG4NkEIme4vboDsZCNev5e6zgbSDakopIFHYqbmxbH7cBNRIcyxkv1+LH//C67KCiJmzAwGVd2WzMroFVgpmZYfHwysADbvrws+TtSmsnTMhbxa/DZ7Gw+EJLDqptDpiLl4Kcb551D/3xfo3LOb8l/+jOgLlhBzybJhVW9/oet+Hvj7Jq5elMu6PRbyUgM9ECPCVLxf8jEyMndMupmxMXlo1UquWpRDVISW1K5yFz6/TEuHE9kdhrfahOwKQ51agiqhGgA5swilJOHHj8+lp8ZhQREO/k4jS7MHn86T/X4a33iV1jVfojQaSb7jbsLGjT/pexUEYfQ56cDKbDY3A91BlRaYYTabf20ymc4zmUy/BFyAEnjSbDafPsVyhFHH5vBQWd9BuE7FT66dSkZiBEfaKvDJPlIjBi8KestFY7l0niv4ZT5csixT++wzOIqLCBs3gaRbbus3vdZ7Ok+lVKBWKbl6US5vrS3pd7z7/7aRvz84mw/Un7C6cj0XZC5CqVD22244VEYjKT+4n/aNG2j+6H1aVq2k88B+Em/5HrqME2/fc/Sqw+77arA6AChyb6HR0czc5FmMjelpYnzR7MC5rF2rOpvbHLTZ3GQnGymrbcfXmI6vKRVJ34HS2IIqrpaEOB2VRTH46rOQwtqRtHb8HTGELevbgLub3+Om7rlnse3cgToxkbQf/kS0pxEE4YSFKnnkeuD1rscrgHKz2dxpMpnuAZ4EbjvWztHRYahUof1CGEioeo59W4j7DSjaXU2n08v1F5iYMSlQCPKVw9sAWJx/1qD7xQMnt+ZuYJWvvYFtx1eEj8lmwsM/Rh0ZOeB2z/z8XFRKBQkxgVV5BfkJAwZWADqtgbPSp7L6yCbs6jbGxJxcr8LjSVi+lOxLzuPIv/5Nw5p1VD36/0i/5irSll+BpBz6Z3eXuWHwNxVeijv3Ea2P5I6zriFc07MqsftnpNYFpg4PVbcBsGBaGvVfHsLu9BKh0/K7uxaxv7SZZfOzUSoV/Muzj5X1Zch2I7LdyD9/tnjAn7enrY2Djz2OraSUiLw8xv7sx2hPYVAlPrtnNnG/Z7ZQBVZXAZcBmM3mwl6vrwEeOt7OVuvID2jFxxsG7a12JhL32+NPrwaS1OMM2uA2h5vKMGgiSFKkfiP/Tu1bt1D35gqUBgMJd/2AVrcCBjmvBsDnC16XvdM16HE/XF9CuVMBKthRfhCDL2YErr5H1PW3oDRNoOG1V6h89XVqV68h/jtXEzF1+pD2LyptGuQdGXV2IS6fi0WJ87G3+bATuP/eP9veixAAjHoVty8dz9/f3sfiaakYtUrmjU+gpSVQnf2K+Vls3leDtcPF/csL0Er0+3k7Skuo+ec/8LW2EjFtOom3fI92dIP+fEaa+Oye2cT9nhmOFSwOO7AymUyLgC1ms9nT9fyPZrO5O5jKAwb+U1sQvgHr9liCxSGzkgMfBKfXRbPTiik69xu5ho4dX1P3/L+RVCrSHvo56ti4E9p/oAKY1184ltc+K2bllnIkjYRuCmyq2c45qXNCPh14NMP0mehzcml6/13aN22k5qkn0U8sgHOXkj4p/5j7drejuXPZeDbuq6WowsrVi3LY3LyGFl0t6YZUzk0/e9D9lYq+Kx/jo/SkxoXz2F1nERfZf4pPkiSe+ME8XB5fn/6QAD6Hg6a336JtwzqQZWIuXkrspZcjqcRiaUEQTl4ofoPcCdzX67nXZDL9DWgAJgE/CME5BOGE+WWZ/3a1SRmbEUVURCDhus5eD0ByeOKIX0P79q3U/ftfIEmk3PdDtCnHrpk1kPSECJJjwzhvehqfbK8kPkrPuKyedi6yW8/EqAIOtO6jpLUMU8zIB4yqqGiSbrmN6PMuoP7ll3Ac2AcH9lE0bS6Z11/LP1aVMG9SMvMm9c1hszR2opAkppsSmG5K4HC1lT3OdbR0FhGpMfC9CTccs/+i4qjAqjv/LSH62MVMewdVst+PbddOGl5/BV9bG0qDgaQ77iZ8/IQT/WcQBEHoZ9iBldlsvu6o5w8P95iCEAodvVYCzhzXE0QVtwQGUUO5im4gnQf2U//i80gaDSn3PnDSX9x6rYpH7jgLgEXTAo2i3fQNMCZFT+ZA6z5Wln1OdmRGv0ryI0Wblk7yQw/zx/97hUVNO4ndtYVDRYVgLOA/FdY+gZXX56eqwUZybFiwCbZDX83mI9uJ1UXzkxn3YtQcOxdDo+pJ9s9JMZ7w9drNxTS9+zbO0hIklYqYpcuIXXqZGKUSBCFkxG8T4YxVVtszrz9pTE/u0SbLNnRKHVPjC0bs3C6Lhbrn/43s95N8Z+hHQyLD+wZOGWGZ5EZlU9JaxvrqLZyfuTCk5zuWr4oaKAlPpywshQVNu5jeVszljo0cslXgs88JtsYpr+3A5fGRnx6FLMsUNhfzavEKJCR+MOX24wZVEJjaM6VHYa5qZcbYhCFfo7uxgdYvPqN1zZcAhE+ZStzlV6JNSz+5mxYEQRiECKyEM9bGfTUA5KdHBfNvbJ5OrK5WJsSOJUw98LL74fI0NmL525/xtbcT952rMUyfGfJzaDVHf3Ql7pz0XX615VHeL11FvD6WKQmTQn7egTjdgT5/sdERrJFmsjcyj4satpLfWUnZ736L/o77SEhP4pPtFQCMz47k1eK32Vr7NRISV+YtJTFs6CvwfnjVZNrt7mAF/cHIPh+2nTto27IJe+EBkGXUSUkk3Xo7+pxvJr9OEITRRwRWwhmr1RZYTfeTa3uqZls6agFIi0gZkXN6Wpqp+sPv8VpbiLlkGTFLLh6R86hVfetfyTKEq8O4Zfx1PLv/JT468hmT4saPeCI7gLurgfLYzGgaWh00a6J4I+V8rujYSU6DmYbH/h9PpyykId1JZL6Lz1r3YrHVkmFI5VrTlWQaT2zUSKtREq8ZOKiSfT4cpSXYdu2k4+uv8LW1BvbJzCJq4SIMs+eg0Hwz06SCIIxOIrASzlguj58IvRqVsicIOdJWDkCaIfSBlctiofqJx/G1txO95GJiL78y5OcYTPfKwcnxE5ieMJmdDXtZVb6aZWNGvmlw94jV5JxYNuwNjBJ6FSo2Zi2g1qtlvnUfN1V/yvrECPZF6rHYJGYmTuP6scuP269vqDwtLbRv2UT7po14mgINmRV6PZELFxO1cJGY8hME4RsjAivhjOVy+9Cqe4Iqj8/Dl1Ub0Cl15EWFrvSnLMt0fLWd+heeQ/Z6iVl2GbHLLhtWU+Sh+PkN0/hocxmF5Vb8fpl9pc28t+EI9yxfRnHLYTZZtnFh5uKQBS+DcXWNWEUbtTz70EJ8PplfPbcNh8fHtkkRWInkgq3tLNpho6AsjNxbbiB+3ORhndPX2YmjtASHuQh7URGuqkqQZSSNBuO8szHMmIl+7FgUajE6JQjCN0sEVsIZy+XxYQjrCSrK2itxeJ0sSpuPQRMRknPIskzLxx/R/P67SCoVibfejnHuvBEPqiCQO5aVbAwEVrLMX1fsBaCy1sm81Nl8XrGWj8s+54rcS0b0OroDK61aiUqpQKUEn+ynM/oA6uQySj0G/pMzh+vaSoitLcH6xF+wZ2VjmDETbVoaqpg41LGx/foPyl4v3rY22pss2Kob8FpbcFVV4ig5jLumpmdDpRJ9vgnDjJkYzpqLUj8yuXOCIAhDIQIr4Yzk8fqxOTykxff0+TNbA2UW8qNzQnIOWZZpevdtrJ98jNJgIO3Bh9CmZ4Tk2EPVHcB1BzcQaFB8UdZ5bLJsY0f9Hi7PuXjEAr3D1a3sKQlUU+9dK6ozdjfqhGpkjxrfoTlcdeE0Zk+6Fru5mJZPVmEv3I+rvKzPsVRxcaijY/B7PHitVnztbTBAcVRJo0E/dhz63Dz0efnoc/OG1RRaEAQhlERgJZyRrF2J6zFGHQB2j5311ZvRKNTkRQ9/GtDvctHwyn9p37oZVWwsaT/5GZr4oS//D5Xueplttp6aXYer2pg1LpHxsSZ21O+hvL2KTGM6LrcPvbb/R16WZZrbnQNWLj8Wn9/P71/ZFXyu1QQCq531e1AlVON3hOMqnkm4MiJYzyrMNJYw01i87e3YDx7A09SEp7kJT2Mj7hoLjpLDSEolquhoNHn5qKJjMKYm4lJqUUYY0GVkoE5KElN8giCctkRgJZyRKusCNaxiuwKrktYyHF4nSzIXo1cNb6rI73Jh+esTOA4fQpuZRcoP7kcdM7I9+gbTXYm8vVcx1C93VXPlgjFMS5jMjvo9vGl+D595HjVNdh65Y3awAn23F1YVs2l/LfdeOYlp+UMve1DS1Qi5W5hWhdvn5oPST0FW4C6ZAh4dD1zTP59KZTRiPGvugMeVZbnPCNuZ2mtMEIQzk+L4mwjCt4tflnn6/QMAzBoXGEUqa68EIG+Y04B+j4eqPz6G4/AhwicVkP7Qz05ZUAWg6ApAVqwr7fP6J9srmBw/gYmxY6myWSjrOILD5aWspr3fMTbtD5Sg+HJn9Qmdu7LB1ue5JEm8dPANmp0t5ISZkB2Bgp/piSeWz/ZN5KcJgiCMFBFYCWecA0dago9T4yPwy36KWg4hIZFpTDvp4/rdbqr/9Diu8jLCp0wl+e4foNCd2kTpo3vnmdKjgECVc4D5qYFWOJq83aB2YnN4+mzv9fmDj4sqrNgcHmqbO9lpbujz3kBeX304+FijVtDm6mBvYyGJYfFcnn1Z8L2jmx8LgiCcyURgJZxxPtoSSIq+fH42AAebzVR1WJgQO/akpwF9djvVf3ocZ2kJ4ZMKSL79rtMiYVpx1OjO0rlZABwoa+HLndVMiBmHx5KDpPShn7qOz61vBmt5QaApcm8t7U5++e/tPPXeAd748jBDcf6MdP7n5hmsKvscGZlzUueSFhs5rPsSBEH4thKBlXBGsTTaKLUEpru6g4xiayBAODfjnJM6psdqpfqPj+E8UhoIqr5/LwqdLiTXO1y963QBRBt6gr1XvzhEY6sDryUX6nPwO8Jp8dfyxM6nWVX2BQAHKwKje91J7b954evg/juKGwY9b3dVe1N6FNedl0dklMSW2q9JCItjTspMNGolNy8x8cOrhlevShAE4dtGJK8LZ5TWrtVxWo0ShUKi2dHC13W7USvUZBtPvBRCZ+EBap7+B7LLScT0GSTf+X0k5ekztdVh7zu1p9eqOG9GGqt3BPKlzFWtgMSMyHPYuK+WiROhNWY7H5d9QZQ2ihVrA1OGCVF6Kur7Joi32z1sPlhBi7aIcHUY56TNRaUI/Mp45L87AILJ7jvq9+CX/cxJnolWGVixt3BK6ojdtyAIwulKBFbCGUUmUPfo4tmBIGqjZRs2TyffybsU9QlWIG/buJ76V/4LQOwVy4m5eOlpl1g9d2ISa3dbuGx+NvHReqINWq4/L5/dhxppbnfx4ifFAGQmGdhhbqCpRkuu/jw6FB+y4tD7SNqzkN16IrLLUUdU4e+IQedMwamtQRlbx6uWL5CUgRpZuxr2cfP4a0gIi6e5PTBiNSUvjnZ3B++XrEKlUDE9QYxQCYIwuonASjhjyLJMRVeZBVVXk+JDraUoJAVzU2ad0HEa33yd1tWfowgLJ+nW24iYOm1Ernm44qL0/OW++f1eH5cVw6Z9tcHn4To1CVFhVNR3UNcCyoQxaLKK0E3aDF4NR/xOVLFAbB1+DtJdJcrv1ONtSGTyBB0HW4p5ZPufSXWfhaRRIbt1aPQeXih8A4/fw3fyLiVWf+pWSAqCIJwORGAlnDF2H27infVHAPB6/TQ7rFS2V5MdmRGcnjoe2e+n9p9PYdu9E3VCIsl334MuI3MkL3tERIb3vd+4SB1pCeHB6T5fQyYzChLY0bYe1E5ytZM5sEuPKqqJiRMlsozpWMxxfLUvkK9242XzKOks4oUDb1Gh3oxuCsh+Bb/a8gV+2U96RArzU2Z/4/cpCIJwuhGBlXBaeenTYg4caeG3t80asEr4QDrsbn7060/6VB8vsbTTHLUdGZk5yTOHdBy/x43lr3/GYS5Gm5VNyj33ndIaVcORkWgIPr5gZjrZKUbio/Rs3l8XfH3jaj2oF1IwJo77F89kfVgNs8YlEK4LTJn6x8h0tO2hqMJKq82N3JqC48BslDF1SLpOFDo7GclRzEmewdyUWSgksRZGEARBBFbCaaPN5mL9nkBz3Y17a7hg1tCSzXceauwTVAGkJ+rZ2lRIjC56SIGVz+HA8tcncJaWoB87jpR77kUZFn7c/U5XGQk9RTmvPTcPAGO4huULxrBqWwUOV1dvQY+OjNg4FJLEoql9k80VksT4rGiKKqxs2FvD2t0WwIDX0hO0PbRs8YjfiyAIwreJCKyEU0aWZVZuKSclLpzppgTsLm/wvXD90BPNa5oCtZjGZkQxITsGj9ePPW43zloX81JnHzfh3Ge3U/P0kzhLSwgbN56Uex84LWpUDUdiTBh3XzaB1Li+weElc7K46KxMbn98bfC1pJjBa3t1t7/pbrQMcM3iXDqdXhKjT21xVEEQhNORCKyEU6auxc57GwPFPJ//+WKcbl/wveNV/e7m8frYW9KEWqXgvuUF6LUq2t0d/GrzDuJ0MSzJPPeY+/udTupeeA5HcRH6fBOpDzyIpDozPhazxiUO+LpCkog2aLF2BFb2GcMHzz9L7xr56t42LT6C+QXJwelCQRAEoa8z4xtEOC0dqmolLT6csEG+hKt7Vf1utbnodPbUZHrpUzMfbi7H2uHinMnJ3HLRuH77N7U6+OkzWwE4b2ZGMCfr5aK38Mk+FqWfTZh68FEVv8tFzVN/x150EG16BmkPPnTGBFXHo1H15EMd3ZS5t5S4cNQqBR5vINC9f/kkEVQJgiAcg8g2FUbEoapWHnt1F0+9d2DQbWqbewKrf75/gEaro8/71g4XKLxsLC7FL/cfwfpoS3nw8WULAs2Vy9srOdhsJtuYwfzUwVepyT4ftf96GnvRQfR5+aT99OFRE1RB3/59KbGD55KplApSek0nxkSeHhXnBUEQTlcisBJGxIGyQKuUogorhWUtA25T22wPPm6wOqhqsAWfS9pO1BlF6KauRTd5A3/Y8STNjsBxXB4fHq+fEksbAPcvLyAr2UhFexVP73kegCVZ5warhB9NlmVq/vkPOvftRZ+XT+oDD6LUj658IU/XVOvEMTH9GjkfLSU2LPj46N6EgiAIQl+j50904Ru1r1ey8xNv7uH5nwdWjzlcXirrO8hPj6K2uRO1SoEpPYoDZS00tjkBP+qsgyjjq5EkkD0aZFc4VVj43fYnMEqJNDoakX0qPN6x5KRnkZmu4tW97/Fh8RfIyFyWcxET4/pPHUJXnap/PU3nnt3ocnJJuee+06bv3zepO6hN77V6cDCTc+PYWlhPcq8ASxAEQRiYCKyEkJNlGUtT54Dv/efjInYdauTBayZT12wnKSaMlLhwDpS1cKTWiiZ3L8qYeoyKWK4Yez5r1ng5VNlB/JhGvIkHafJVg6RGoe9Ea9pJDTv51ZbAsaO1UVyZt5RpCQUDnttns1HzzFM4iouCdaqUBsOA257pZo9PZPvB+mCvv2OZYUrg2sUuZg6SDC8IgiD0EIGVEHKWpk58fpmcVCOllkDl7nc3lAKw61AjAH9+cy+SvgNvahG7Fa1oJ7mRNU6USh95UWO4q+AW9CodO8MOADYajyRw96SFPPPxHvCqUUQ1ooqvJj5aQ2ZCDJNS8pkaOQXNIBXW7UUHqXnmKfydnejzTaR8/95RG1QBfO/icVw4K52sJONxt1UopCHXFBMEQRjtRGAlhFyHPbC6b0JWDEpJ4lB1Gyu3VATfl3SdqJLKUMZZaFXIqNEiqf3gU6JuHcMPFt6Kuis/as6EJL4ubgBg16Em8GpYOjeLlVsk3K0JLL7QxKKJqcTHG2hs7Oh3LZ7mJpref5eOrVtAkgLNlJdcjKRU9tt2NFGrFEMKqgRBEIQTIwIrIeRabYGaRxF6db9SC1J4K9pxXyEp/PidYXwnfykFcROCZROcEAyqAApyYoOPvyoKBFjpCRFMzI4hTKdiweSUAa/B09JC6xef0br2S2SvF1VcHMl33I0+JzeUtyoIgiAIfYjASgi50q7VelnJRlo6XFASeF3Sd6AdGwiqwpun8KNzl5Icc+xRE4VC4hc3TefRl3cGX0uODePBa6b029bvceMsKaFt00Zsu3YgezyoYmOJXXYZxrPmjqpyCoIgCMKpIb5pRiG700uYbuR+9Ieq2tCoFGQlGSivDeRYSfoOtOO2Iyn9XJF1OYsXzumzzP+n103lD6/v5rtLTP2Ol5PSN/hKiw+sZJNlGU99PY5DZprMhVh370F2B3oGqhOTiL7gQoyz54zKVX+CIAjCqSECq1Fm28E6nv3wID+8qoAYgw67y0t+elTIjm+utFLdaCM3Nb7OwC4AABtpSURBVBKVUkG0QQtqF5qcvUgqL57qXObOndmvdtLYzOhgSYajSZLEVQtzWLGulBmZEbRv24K9uAh7YSFea0+NLHViEmHjJ2CYMRN9Xj6SQpRpEwRBEL5ZwwqsTCbTNgJpMQA+s9l8rslkigEeA44AecAvzGZz/fAuUwiFDXtrePGTYgA27a+jqLyFTqeXn10/FVNG9LCP39Dq4PHXdgMQYwy0SZG0TrSmr1GE2fA2pOGtyUWjHnriuM/hoHP/XqYU7iOzvQLV2lrqvgwUt1SEh2OYOSvQ4++saXTqh38PgiAIgjAcwx2x+tRsNv/mqNceBVabzea3TCbTMuBPwE3DPI8QAt1BFUBDi51OpxeAx1/bzfXn5eGXA4nh4zIDAUpZbfv/b+/O46Oq7/2Pv2bLTkISkrCFVfiwiAjIXhRRq7iCttWu2mvb217vo8u9bfW2v1rb6u29bW1//dWu93bx6m3rWlzRWkWlqICoqIBfdtkhJIHsy0zm98cZQkSCJplkMjPv5z/JnDkz8/nMmXPmM9/zPd8v9z+7jfNmDH9f4x3tOnD8qrz8nAxqW+p4eN89+HPqiFSV0bpzMnnZIYKBU7cktbW0UP/aq9S8uIr6jRsg4k3OHAoGyRgxkrwzp5F7xlQyh5e3t0rllAyg/iRXBYqIiPSlnhZWU8zsRiAbWOucewy4BLgtdv8q4M4evoZ009Pr9nCwuoGPnT+exuYwPiAau2/XoToItBIs2YO/4DD37ViPL6MJf3UdBbtyWTRiHg8ti9LQGGXT29UAjCwbwDc/NYPm1gh3Pem48uwxlBYeH4379e2VgNdatWTBaH75xm+oaKqgKDyWi+wy7IJC8rI7n8C3ec9ujjz3LLVrXqKt3htgNLN8BHnTppM3bQYZw4bp9J6IiPRrvmg0+t5rdcLMZjnn1phZAHge+DfgKaDMOXfEzIJAKxByzoU7e55wOBINBtN7XKF4q2to4aPfWg7A4rmjWP7iTgA+ftEEnly9g6q23YRGbcKfeXzi42jUR7Qph1B2CxFaibZm0NaQB74o0aY8os1ZXDrX2LOvlXWvNhCNBPnLv19JMBCktqGF677zJEUFWfzqpvO5f8OjPLDxcaYPOZ2vf+AL+DspiCKNjRxa8Rz7H1tO4549AIQKCihdtJDSReeSM6K8N98mERGR7uh04tQetVg559bE/kbMbCVwLnAIGAAcAfKB6lMVVQDV1Q2nujsuOhtAMlUte2Fn+//HiiqAYWVRGkY+RWaG957PK5vH08sz8YVaiLZkQSREc6CVmQuP8Eb16wQKYp3D871Wqyf3bAEga6q3+OP3P0tJdjEjMibS6vczfcJgHn1jBQ++tZyirEKWjLqMysp3T28Tqa3l6MrnqH7qr0Rqa/AFg+ROm07+zNnknTUTn99PPbzv03vptn3TKd90yhWUb6pTvqmhpKTzmTu6XViZ2QRgvnPut7FF44AHgceAucBuYH7stvShtmiUh5/f/q7lpcOb+O8tvyaa0USkqowrxl/A4sln8PQjzxANe53Nl3xgNMv+voO1T5cAi1g8ZwRXnj2G9Xu384tHX8EXbMWXVY8vowlfIExZSYCjLYd5uXElWWfCitbn4C3ICGRw7aRrKD6hQ3nLwYNUPryMulfXEW1pwZ+TS9HFl1KwcBGhoqK+eHtERER6TU9arGqAS81sKF7L1G7gT8By4D/NbDwwFvhqj6OULnk5NgXM+PKBbN59BPwRgkO2Uzd0O4Rh6WmXMH3gbIry3zm+0xlji1k8ZyTL/r4jtsTHoIIcAv4A04afRtvR3e96rd1bITM7TKTwbXzZtZw2MpsxhcM5Z/g8BmUfHzW9taqKqscf5ejK5yASIVRaRsGCsylYcA6BvLxeey9ERET6UrcLK+fcPmDpSe6qAj7b7Yik22rqW3hi9S6eWLML8FqffvTI04RGbcSfU0d+xgCutqVMLTn9pI+/etFphIJ+rls8of0KwgkjvDGufD4ft312Nm8fqGXH/lqWLBjNDT95HoDmxiA0jgXgax9+51hUzfv2Uv3EcmpeXAXRKMHCQgZd9WEGzJqjjugiIpJyNEBoCli2cjvPrd/H0bqW4wsDrbxU9wSZk7xxpc4qncbVtoScUPa7Hv+bry0kEomSmeFdQHD21KE0NYeJRKMMKc5tX29IcS5DinOZM3kwAOdOH8aKV/a233/Tx6e3/99y4ACVDy+jds1LAIRKyyi6+FLy585L+wmQRUQkdamw6udq6lv4w/K3OP+s4eRlh7jl92sB+P7n5hDw+9onL24XaiJ76F6yhuxl7cEGynJK+cj4K5hQNK7T1wgG/Jx4UeYHZ414z9g+ccF4wuE2Vr6+H4DThuXTtHMHR1Y8Q+3qF4mGw2SWj6Do0svJO3OaCioREUl5Kqz6ud89vonXt1XS0NTKiMHHr0K448E32Hs4drVdsJlg6W4GlddwNOr1r/IHsrl81EWcN+Jsgv7e2cw+n4/ZwzKoWLWDcW1V7Lzx0fYpZkKlZRRfsZQBZ81UQSUiImlDhVU/d6SuGYDNe46yec/R9uXHiip/4QEyR2+EYAu1+Bk/cCynD5rI0qkXUFPdHPd4om1tNG3bRv2G16l79VWCe/ewJHZfW3Y2eWfNIn/2HHKnnqk+VCIiknZUWPVzAf/JxyDzZdURHLqN4KD9hPwhLh61mAXD55Id9K70ywxmAPEprKLRKC179lCz+kVq17xEuMprlfIFg+ROOYPsCRPJHjOWzFGj8Yc6H1ldREQk1amw6sei0Sg19S1kZwYZXJTDjv01ZGX4yB77Fo15O/D5YFjeED5qVzK6YGTcX7tlz27qN26gdu0amnd6QzD4MjPJnzefvOlnkTNhAv6sd3eGFxERSVcqrPoxt+sIlTXNzBhfwpXnjOHupxxDJu/mxYodBFryuLD8g1w8aRZ+X/xOubUcPEjNqpXUrllN6+EKb6HPR87k0ylYcDa5Z5yJPyMjbq8nIiKSSlRY9TPNrRFuv+c1hhbn8tYubxqZuacPZkhxLuee6+f3G1aRnzGAby74F/JCue/xbO9PNBqladtWqp54nPr1r0E0ii8zkwGz5pAzeTK5p59BsKAgLq8lIiKSylRY9TMbdlSxdc9RtsY6qg8pzmH6+BL21u3nz+5BAr4AX5r2ubgUVdFolPo31lP16CM0bd8GQOaIkQw873wGzJqNP6SWKRERka5QYdXPHJuO5pjJo4uIRqMs2/Y4jeEmPjTucgbnlvX4dRq3baXivnto2upNqpx7xlQKL7iQnImTevzcIiIi6UqFVT/S0hrhpY0HycsOUdfYCsC44QN5evfzbKx0jCkYycLh83v0Gs379nLorjtp3LIZ8AqqQUuvIrP8vQcEFRERkVNTYRVn4Ugbt921jpbWCDdfO7N9mpj344nV3hx/JQOz+PTFE3jgue2UlMC9G54hO5jNpyd/DJ/v5MMvvJe25maqHnuEquWPQTRK9oSJFF9yGdkTJnb7OUVEROSdVFh1wZ6KOn7wx1fJyghw62dmkxF6d9G0be9R3j5QC8D3717Htz89830XLoeONAKwaPpwpo0rYcrYQn78yi9pCDdyxdjFFGUVdjnmaFsbtWvXcPjB+whXVhLIz6f0458ib/oMFVQiIiJxpsKqC97YXkldYyt1ja18/vbn+K+vLyQQG118b0UdtQ2tVMSKI4Bdh+rYeaCW0UPyAa8wq29spTA/i9KB7xz/6WhdM+u3HiY7M8j08SUcba7l7rfu5e2a3ZxZMoULRizsUqxtra1UP/0UR575G60HD+ILhSi84EKKl1yJPzOzZ2+EiIiInJQKqy44Wtfyjtuf/cGzfP6KycycUMqP711PdW0zC84Y8o511r51iJr6FkYPyefm364BfxhfVgOh7Ga+89ELKMsrojXcxn/88VXqm8IsWTCalw69xCPbn6A50sLEovFcO+nqLrUuHf37St5+7CGaKw7jCwYZMHcexRdfSsaQoXF5H0REROTkVFh1QUNz+F3LfvXQBppbI1TXNoOvjVd2byc0eivFZa1U1zbx9OH1PHOkhdCGEFlnVuPLOD7NzK1rXmXOkBkEK8dxsLoW/4CjbM1ybNuyg6xAJpeNuYjzyhcQCrz/aWKibW0c+uNdEIkwcNF5FF1yGcGCgXHJX0RERE5NhVUXNDR5hdXi2SNYHutoDnDXsy8TGvk2gZK9tPnbCAI1bT58ORDMrQGgDSAcIlBfSq6/gMrKKIHi/bywfy2wluyZ3nNtOwqTiyfwiYkfJj9jQJdj9Pn9jPre9ykZUsiRFk2CLCIi0pdUWL1PT6zexSubvSleBhflAODLOUqofDOBgkoAoi2ZhI+UYEVjuGb6Qv7P71fhCzUTbcmCQBjCGfzuxvN5fv0+/vDGW4T3jSFQspfMQYeJ0sbscSP4wLDZjCkY1aNYQ8XFhAoGQEVtj55HREREukaF1ftQ19jKvSu2tt8eOCCDQNnbhModPn8bkZoiIofKiVSXQjTAJfOmMaQ4l/LiQg5WN3DerOEsf2kXQwd5o6XPnzKYe5/ZSkNzmEhFOQ0V5Ywdls+nJp2VqBRFREQkDlRYvYeqmia++osX2m9fs+g01tSsIGPkJqKRAM1bzqStejAXzionIxjgqZd3M6JsAD6fj5s+Ph2ArIwA5aV5jBrsXR0Y8Pu54ytn8/Jbh/jFsjcBGF+uflAiIiLJToXVKRyqbuCmX78EwKCCLG759Exer17PK5vW0taUQ/OmWdCaBcDVi8YBsPTsMe2Pz848/vbOmTT4Xc8/ZWwx4E1bc9XZY3stDxEREekbKqw60Rpuay+qRpYN4ObrzuJAwyHu2/wQQV+AWblLOf2KYZSX5hEIdK+TeGYowO9uWhTPsEVERCSBVFid4FB1Az974A32Hq5vX/aNT04n3BbmgS2P0BRp5hpbyoJhUxMYpYiIiPRHuh7/BPc9u+0dRdXl80cRDPj5o3uATVWbGVMwkvlDZycwQhEREemv0qqwikajNLWEOVrXfNL7N+2sYp2raL991TljWLJgDPdveZg1B15hWN4Q/mnq9fh9afW2iYiIyPuUFqcC65ta+Yd/fQiA7MwAjc0Rfv3VcwgF3zmJ8p4Kr6Vq7uTBfPaySbS2hfndm//LukPrKc0ZxD9OuY7sYFafxy8iIiLJIS2aXjKCx9NsbI4A8PO/vElza6R9eVtblOfX7wNg7hnFrDnwCreuvp11h9YzOKeUz025luLswr4NXERERJJKWrRYhYIB/uOGD3DTz//evuz1bZU899o+Fk0fxiOrdrKnoo599QfImeT4r+1/Ixz1pq+ZPXgGHxp3OTmh7ESFLyIiIkkiLQorgMljirn9hvl8/+51HD7aBMBfnt+O21XNq1sOAxAoriWad5jSnMFMLTmdGWVTGZJblsiwRUREJImkTWEFUDggk2sXT+D2P78GQHNrpL2oAohUDuWn/3ANwUBavS0iIiISJ2lXQUwaWciSBaNZtnJH+7KzJpQyeVQhJQOzVVSJiIhIt6VdFeHz+bh03igqjjSyZtMhLp03isvmjUp0WCIiIpICul1YmdlY4FbgFWA4UOmc+66Z3QIs7LDqbc65p3oSZLz5fT6uv2QS118yKdGhiIiISArpSYtVEfBn59xDAGa20cweA3DOLYxDbCIiIiJJpduFlXNu7QmL/EA9gJl9E2gGAsDPnHMN3Y5QREREJEn4otFoj5/EzJYCC51zXzKzycBO51y9mf0TMMM5d/2pHh8OR6LBE0ZBFxEREemnfJ3d0ePO62Z2LnAu8GUA59yGDnc/A3ztvZ6jurr3G7RKSgZQUVHb66/TXyjf1JZO+aZTrqB8U53yTQ0lJQM6va9HU9qY2SXAhcCXgMFmNtfMfthhlXHA1p68hoiIiEiy6MlVgTOAe4CXgRVALvBzIGxmPwUOAVOAG+IQp4iIiEi/15PO6+uAvDjGIiIiIpLUenQqUERERESOU2ElIiIiEicqrERERETiRIWViIiISJzEZYBQEREREVGLlYiIiEjcqLASERERiRMVViIiIiJxosJKREREJE5UWImIiIjEiQorERERkThRYSUiIiISJyqsREREeoGZ6Ts2DaXURjez0kTHIL3DzEoSHUNfMrORiY6hL5nZsETH0JfMbKKZ5SU6jr5iZhPMbH46FBpmNsXMfm5muc65tkTH09vMbESiY+hvUmLk9dgBagnwAWAbsMo594KZ+ZxzyZ/gCcwsG/gh8IRz7lEzCzjnIomOqzfEcr0SuATYBNzjnNuc2Kh6j5nl4uX6SWAz8KRz7q+Jjap3mdmngJuAbzjnlpmZP1W/kMxsIPAN4BzgeufcmwkOqVeZWQ5wMXAh8AiwwjlXm9ioekds294IzAEOAd9xzm1MbFS9J/a9eznwIWAX8HiqH6ver1T59fARoA24BYgCXzMzc85FzcyX0Mh6xxSgHLgdwDkXScU8zWwGcAewE/gmMB84M5Ex9SYzmwz8BqgAPgcUA8Ni96Xi9j12/AkA64APmVmec64tRfOdCjyO9wNhHrA1DVpwFgCHgX8ENgJhMwtCan2mzewCwAH7gKuAN/GKq5RkZlnA14Fm4Aa8fbg4oUH1I0m/U8cOTNcAbzrnDgB/wmu1+hpAKrVYdTgQDQSuByrN7JuxZUm/LU+iCtgBvOCc2wGsxCsqU9UOoMI5t8I5tx+oBiKxYiNlPsfgfZY7tEqVAs8DtcDHzKw41fKN2Qw8C6wGPoP3Y+EXZvaRRAbVG8zMFzteXYH3Y/ca4FPAD/BadVLq2Ay8CPzIOfcz51wV4AMWJzim3vZJYGvsWHUEGGNmoxMcU7+QdF/GZjbazD5nZvkAsYPzOuDm2Cr7gGVAnplZgsKMm475djgQveCcOwx8B/iimQ2KtVol3fbsqEOuBbFF+4E7OuS9Be+LKSX6XJ3ks9yA1+qKmS0AioCJwJ1mdm7CAo2TEz/LZhYwsxCwF7gT2A58HviX2PpJ3aJxku3bCDwHfBHvFO+38FpxrjSzpG+JPXH7xvbbN4H/BF52zt2M12J3npktTGSsPXWSbVsH/DR2nx/vWLU5djupP8dw0nyb8BoxvmdmdwMZeK1WfzCzixIYar+QVF/EZpaB1/x4Jd4voWPuBkaY2UWxnXkvXmvHkb6PMn46yze2E+OcexKv0LgtdldOH4cYNyfL1TnX5JzruA0nAqvMbCLw0b6PMn5OsW2P5fuac+5a4Nt4B+ikbmbvZPtGnHOteKd4PwaUABuAgJmNT+YWjVNs3yeB/+ec2xlbtAyoBxr6OsZ4OsWx+Um8/fas2O2VwBqgtU8DjKNTbNuW2N82YBBwQex20n6O4ZT5fgOvQWObc+5G4HvA08CARMTZnyRVYYVXFb8O/A2Ya2ZjYsu3AH8AfmJmmcBgIIjXBJ3MTsx3NLzrEt5/Az5rZr8Hyvo+xLjpmOucE3ONdZQswNuxfw00J/kvwc627bGccmN/ZwITgLf6PML46izfYmAPcADv1NhG4MPAglTcvgDOuY1mdlrs5jC8L6K6vg8xrjo7Nu8EvsvxMwqnAyPwziwkq0733Q6f2YeBumQ/ixDT6WcZr2i+Lvb/XLztm+zHqh7r11cFmtkEvCr5b8BG51ydmQWAqcAXYst+0mH9Wzo8/Nexc79Joyv5xnbgTLyrbRYDP3HOucRE3nXd2LZXAP8D/Bb4rXNuQwLC7rYubttsvFNiZ+C1SD7jnNudkMC7qYv5FjrnqmOngC8FVjvntiYq9u7oxr77XWAMsALv6t49iYm8e7qx//4AaMFrmbvTObc3AWF3S1dzjT1mKZDjnPvfPg+4h7r4WS4Cfgk0AevxrtpOmm3bW/pdYRXr1Bo1sy8A+Xgdes8Bcp1z13VY74t41fFPnHObOiwPOufCfRx2t/Uk39jVNfmxzpL9Xg9znQ+UO+f+3PeRd08P8x0HlDjnXuj7yLunG/n+346Xo1uSDY/Sw+1bDgx1zq3u+8i7p4f5+oGMWN+cfq+n30PJpif7rnlDapTFLjAS+tmpwNgvuezYzYF4v+TuxWtGvsrMPthh9fvwfgH9yMxuiJ0HJtmKKrqe7+3H8nXOhZOpqKJnua5KtqKK7ueb6ZzbkmxFFV3P94cn7LtJVVTRs+27O9mKKnq2/7YlU1FFD3Lt22h7roffu5nOuQYVVe/UbworM5sL/Bhvg03Gq5ZHAjjnKvE68f6ow0MCeH2KXgP+51jHwWTRg3xfJcnyTadcIS75NvdtxD2jfVfblxTZf9MpV0i/z3JfSfipQPM6Jd+C1wH9XuC/8TbaEeCfnXMTYutlAn8BbnTOvWFmg4CsJOybkDb5plOuoHxRvso3SfNNp1wh/fLta/2hxerY8Ah/c85V443NNMs5dwfeKL1fjq1XjHe1wUYA59zhJN246ZRvOuUKylf5epRv8uWbTrlC+uXbp4KJDgDvKpH73Tuvenox9vdbwEVm9kOgBljnkn9OvHTKN51yBeULylf5Jqd0yhXSL98+lfDCKtZhtePGHYk3lxZ442f8O97AgTti53yTWjrlm065gvJF+SrfJJVOuUL65dvXEl5YncQQoMrM/oQ3weNfnXNvJzim3pRO+aZTrqB8lW9qSad80ylXSL98e1XCO693ZGaDgReAN4B7XRIOrtYV6ZRvOuUKylf5ppZ0yjedcoX0y7cv9LcWqza8kbV/lCaXcaZTvumUKyjfVKd8U1c65Qrpl2+v61ctViIiIiLJrD8MtyAiIiKSElRYiYiIiMSJCisRERGROFFhJSIiIhInKqxERERE4qS/DbcgItIpM5sP3ApMwpscthDIA37vnLv/PR57HbDQOXddL4cpImlMLVYikjScc6uAO/Gm2vi8c+5q4DPAt8zsK4mNTkRELVYikuScc/vN7OvAA2b2IPBzYANQDLzsnPuVmY0DPgEMM7M7gEecc0+a2ReB8UAjMBD4inOuLjGZiEgqUGElIqlgLZALlAK3O+dWAJjZ62b2sHNui5ndjXcq8J9j950HXO6cOz92+1bg68DNCclARFKCCisRSSV+YKGZfRRoAIqAscC+k6y7GBhkZr+K3R4E7O+TKEUkZamwEpFUMBOoBxYB05xzlwOY2ZlAoJPH+IAXnXNfiK3rA3L6IFYRSWHqvC4iSc3MBgM/AL6N16+qKrbcDwzvsGoTEDAzn5ldCywHzjWzYz8wlwBf7rPARSQlaRJmEUkaZjYX+B5wOnA/3nALBcBdzrl7zGwE8GdgC1AJXAG8DlwPZAMPAFuBZ5xzvzOzLwPzgN1AFvCvzrmmvs1KRFKJCisRERGRONGpQBEREZE4UWElIiIiEicqrERERETiRIWViIiISJyosBIRERGJExVWIiIiInGiwkpEREQkTv4/FrQsqJ2PFsAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[[sym, 'SMA1', 'SMA2']].plot(figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_06.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(inplace=True)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['positions'] = np.where(data['SMA1'] > data['SMA2'],  \n",
    "                             1,  \n",
    "                             -1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data[[sym, 'SMA1', 'SMA2', 'positions']].plot(figsize=(10, 6),\n",
    "                                              secondary_y='positions')\n",
    "ax.get_legend().set_bbox_to_anchor((0.25, 0.85));\n",
    "# plt.savefig('../../images/ch08/fts_07.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regression Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "uuid": "0bc55f0d-cd99-45b9-955e-3a126360e94f"
   },
   "outputs": [],
   "source": [
    "# EOD data from Thomson Reuters Eikon Data API\n",
    "raw = pd.read_csv('../../source/tr_eikon_eod_data.csv',\n",
    "                 index_col=0, parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "uuid": "0bc55f0d-cd99-45b9-955e-3a126360e94f"
   },
   "outputs": [],
   "source": [
    "data = raw[['.SPX', '.VIX']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true,
    "uuid": "73526ac3-4bf0-4455-89b2-f6aa614ffdca"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-25</th>\n",
       "      <td>2717.07</td>\n",
       "      <td>17.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-26</th>\n",
       "      <td>2723.06</td>\n",
       "      <td>15.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-27</th>\n",
       "      <td>2699.63</td>\n",
       "      <td>17.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-28</th>\n",
       "      <td>2716.31</td>\n",
       "      <td>16.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29</th>\n",
       "      <td>2718.37</td>\n",
       "      <td>16.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               .SPX   .VIX\n",
       "Date                      \n",
       "2018-06-25  2717.07  17.33\n",
       "2018-06-26  2723.06  15.92\n",
       "2018-06-27  2699.63  17.91\n",
       "2018-06-28  2716.31  16.85\n",
       "2018-06-29  2718.37  16.09"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "uuid": "07158c72-907f-4636-ad40-95182b7728e3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(subplots=True, figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_08.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "uuid": "07158c72-907f-4636-ad40-95182b7728e3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.loc[:'2012-12-31'].plot(secondary_y='.VIX', figsize=(10, 6));  \n",
    "# plt.savefig('../../images/ch08/fts_09.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log Returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "uuid": "17ae59ff-9863-4c30-9493-22d44c0e5edf"
   },
   "outputs": [],
   "source": [
    "rets = np.log(data / data.shift(1)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "uuid": "17ae59ff-9863-4c30-9493-22d44c0e5edf"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.003111</td>\n",
       "      <td>-0.035038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>0.000545</td>\n",
       "      <td>-0.009868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>0.003993</td>\n",
       "      <td>-0.005233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>0.002878</td>\n",
       "      <td>-0.050024</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                .SPX      .VIX\n",
       "Date                          \n",
       "2010-01-04       NaN       NaN\n",
       "2010-01-05  0.003111 -0.035038\n",
       "2010-01-06  0.000545 -0.009868\n",
       "2010-01-07  0.003993 -0.005233\n",
       "2010-01-08  0.002878 -0.050024"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "rets.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "uuid": "771c53bf-78fb-4260-865b-39307973cb77"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rets.plot(subplots=True, figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_10.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.scatter_matrix(rets,  \n",
    "                           alpha=0.2,  \n",
    "                           diagonal='hist',  \n",
    "                           hist_kwds={'bins': 35},  \n",
    "                           figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_11.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### OLS Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "reg = np.polyfit(rets['.SPX'], rets['.VIX'], deg=1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "uuid": "24c708df-1e81-48c6-b1c2-890dd52e541f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rets.plot(kind='scatter', x='.SPX', y='.VIX', figsize=(10, 6))  \n",
    "ax.plot(rets['.SPX'], np.polyval(reg, rets['.SPX']), 'r', lw=2);  \n",
    "# plt.savefig('../../images/ch08/fts_12.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "uuid": "e1f9009e-5b73-4e04-9b10-deea36f4e508"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>.SPX</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.804382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>.VIX</th>\n",
       "      <td>-0.804382</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          .SPX      .VIX\n",
       ".SPX  1.000000 -0.804382\n",
       ".VIX -0.804382  1.000000"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets.corr()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "uuid": "a534d3db-df59-4a31-b0b7-1ab3c19d77d0"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2Go/PM35GKeVUSjXH7Hs18Bv7BqXUd2w/Lgf2xx7XGINWAuxMs61CTFjAmADgdo29yjTWljGnvoxtB7po787+zYEQQmRDOEOzOP0xE6bK4ozdnSzp4py4m4BvK6VWAEuBLxjbTwN+Bayx7XsVcGXM6xuUUrcCw4ACPm9svw84Qyl1M9AMfEQmCIipEIhZniTW4IgfgDse2sW/fmRDztolhBCZEilUm16E5g+EKPI4+f5n38TwaICKUk8mmgdYdWplkkCqNE3rBq6Ns30r0cEZmqa9Pc5+f5fguCH07k4hptTBE/0ADBmBWKyrLlzGXX/eTXOC2j1CCJHvIoulp3ccfzCEx+Wk2OOKWkczI4zGFVB8JoVqhRjPHX/SB71u2Xcy7vPNTfpEgXiFbIUQYjows1LpltnwB0J4xllrMx1WywoohSYBmhApSBSAWcVqpdSGEGKaMsd1pZtBGx4NUFKUnSW+zbYV0sp6EqAJkUDYdqfmijNJAKC4SA/QRryJKssIIUR+C2dgLU5/IMjgiJ/aysSLoacj0rbCidAkQBMigd5Bn/V44+rZcfepKi+itNjNsc6hXDVLCCEyKjJJYPLH6B7QS2zUVWUpQDP+X0A9nBKgCZFIv1EDbeXCWj701hVx93E6HCyaXUlb97Bk0YQQ01IoAxm0XiNAq6nIVgZN/38BxWcSoAmRSCCol9hYNLsSd4IyG+bzAIfbZk7xRCFE4bAyaGkcw2fUQCspytJqPuYszgJKoUmAJkQCQeO2MtH4M9OiOVUAHGrrz3qbhBAi0zIxBs0s6u0Z52Y2HZFZnFk5fF6SAE2IBMwMmts5/p/J0rl6gKYd6c16m4QQItPMrJQzjXJBe4zrX9bKbEgXpxDClGoGra6qhOIiF72D3nH3E0KIfBRKc6mnUCjM45uPAuDOWh006eIUQhjMDJorSQYNoMTjwusPJd1PCCHyjZVBm+QotKHRyEorvixdByWDJoSwBIOpZdBAL1jr9cksTiHE9GMlpSaZQRu0LYWXvS7OwovQJEATIgFzofTxZnCaiotcDHsDVreoEEJMF2nGZ1bWrLTYxXlr4teMzJSQdHEKIawMWgoDZxfPqcLnD7HjQPw1O4UQIl+ZXZyTCX36h3x8857NAFywdl5KQ0ImI91lqKYjCdCESMDMhrlT6OLcoBoA2C4BmhBimkknK/XQiy0TulZOlsOqg5a1t8g7EqAJkUBwApMEyks9QPYGyAohRLaYQc/Lu9on/FqHrWM0W9kz/X10MotTCEFgAneF5jg1fyCY1TYJIUSmmUGPfbB/quwxWSrDQSat8OYISIAmRCKRMWjJ/0zMIM4fkAyaEGJ6SScp1TMQqf+YyoSqyXLKLE4hhClozeJMflfosTJoEqAJIfLLyb4RvnbXKzy95Xjc5+0B2kS7EO3XvKxm0Awyi1MIQWACszjN6tkBCdCEEHnm7kf2cKRjkL++fizu8/ag59FXjk7o2OZ1ErI9SSBrh85bEqAJkYCZQXOlkLa3xqAFJUATQuSPUCjMrpYeACpKPEn3v++p/RNati5gu+Zls4szstRT1t4i70iAJkQc4XCYw22DQGorCUgXpxAiHz3zxgnr8bA3tdVOhiYwWcAM0Io8TlYurJ1Y4ybAGoJWQBGae6obIEQ+emFHG9sPdgFQnsJdp9ttThKQWZxCiPxx8Hif9TiQYoZ/xJf6dSwQDOF2OfnR5y+IDOTPosIJzySDJkRcnb0jAFxx7iJm15Ul3d/ldOJwSAZNCJFfDrcPUOxxUVXmIZTiUnTm9S8VgWAYj9uR9eAsF8FfvpEATYg4zMrYa5bUpfwaj8spAZoQIm8Mjvg51jlEZZkHl8uZ8lrBd/xpV8rZNjODlnVGfCazOIUocOaFbCKVsd0SoAkh8sgzW/WyGvVVJbicjgmN3+oeSG2iQK4CNCt/VjjxmQRoQsQzkYXSTcPeAC2t/Sl3IwghRDb1DfkAePvGhTidjrgZtEQ3lf3GawG8viAPPn+I7v7RMfsFguGsltcwWWtxZv2d8ocEaELEYZXYmEThxf5hX/KdhBAiy4ZG9Fmbc+rLcDoccW8eExWv9fojEwX+8soRHnj+EP/z2N4x++Usg1aAszglQBMiDquLcxJ3hlKsVggx1cLhMCe6hgCoKPXgSpBBe+zVI9bjj7xN8f6LlwHgMwK0UDjMH58/BEQHbSY9g5a7UKKA4jMJ0ISIZzJdnBeunQuATwI0IcQUO3Cin8NtA5yxfBYlRW6cTge+QIh7/7oP7UgP4XCYZ984QVd/ZKzZhWvnUeRxAXow9vtnD/KJbz9lPV9TUTTmffQMWi66OLP+FnknrTpoSqk64FbgILAcuEnTtPaYfS4Efgh0Gpsagfs0TfuaUuo1YMC2e7OmaUuM19wO9BrbH9Y07TvptFWIiYh0caZ+D+Nx6xe2F3a08d4Ll2alXUIIkQpzEfNVi/SZ6E6nA38gxGOvHuWxV4/y4UtXxO2yLPbo17zh0QAPvdAS9Vy8DFzuujjNlQQKJ4WWbqHaW4AnNE27Tyn1DuC7wDUx+5wAPqxp2hYApdSdwC+M527TNO23xvaLgPNsr/ucpmlPp9k+ISZlMl2cRcaF7c8vHebK8xfjcUuCWggxNQaN1QDKS/Sv+djegNjg7O8vXwlAbWUJAI/FWZPTvu4m6Dey4XB2l3gyma0voPgs7QDtcuBbxuNNwC9jd9A0zfoUKKWagGJN0w4bz/3Wtusngc/Yfr5GKbUBqALu0DRtYiu4CpGGEa8+1qLYSPenwl7Qtn/IR0WZhyK307rzE0KIXHnWWOKppqIYgLauYYC4Y9Guumgp562ZA8C8WeUAdBjFaj9ymaJ/yMcDzx8iGFMbzQzYcppBy/o75Y+kAZpS6lGgKc5TX0XvrjS7KPuBWqWUW9O0RAt+fRr4SZz3WAL0aZp20ti0C/iGpmktSqnVwONKqVWapo07uKe2tgy3O/Uv1MlqaKjM+ntMJzPxfPQO+Sgv9dA8P/W15d51cSW7jvTy4vZWfv/8IV7c3spHL1/Fey9ensWW5r+Z+PmYLDkX0eR8RMvk+egb1GeTn3naXEqK3NY6nB9/x2pWLq7j87c/C8CSudV8+O2rcRoZtoYGWLaghv1H9RFGV116Cl5/kAeeP4TL7Ypq46AxY72s1JOVf8vYYzoc4PG4CuZzkzRA0zTtskTPKaU6gEr0sWJVQE+i4EwpVQxs0DTt5jhPfxb4b9t7dtge71RK1QALgMPjtbWnZ3i8pzOioaGSzs6B5DsWiJl4PvYf7+No+wANNSUT/t3etnERL25v5cXtrQD88uFd/OHp/dx23UZr8G0hmYmfj8mScxFNzke0TJ2PzXs6qCzz0Dvo5bSl9Qz0jUQN9K4pdRPyRb6m162YRVfXYNQx/uUDa/nWPa9x+rJ6OjsHrPIcI6P+qDaaddZCwVDG/y0TnQ+vLzCjPjfjBZvpdnE+DGwEjqKPH3sYQCnlBOZrmnbEtu/VwG9iD6CUqkKfHLDDtu1G4GeapnUbExGKgPbY1wqRaeFwmFt+9RoQGfQ/EWuXN7ByYS27D/dY2/qHfLy+r5NzVs3OWDuFECLW8GiAHz1gfZUyt77cevy1j53Jpu1trGiuiaqHNqu6ZMxx3C4nN3/sTOtnM7tmv65BpKRQLmZxAjhwFFQfZ7odxzcBb1VK/SvwbuALxvbTMII1m6uA3zLWx4G7Yra1AN9XSn0J+D5wjaZpY0sYC5Fho75InZ8TJ4cm/Hqn08EHLxnbpenzS+kNIUR29Q1FL880Z1ZkXGxzUyUffMtyXE4nHrcLtaAGgEWzJ9ZdaF+jMxAyA7TcTIhyOCBcQBFaWhk0TdO6gWvjbN8KrInZ9vYEx7g9zrZ7gXvTaZsQk/Hk68fSPkZZydg/q/YcdL8LIQpbZ290HmPurPIEe8L171lDz4CXxtqyhPvYzW+o4FjnIJ29I8wxMnORDFoOA7TCic/S7uIUYkbJxDixuqoSPv/+0xk1ZoL++IEdHDrRn/ZxhRBiPK1dkaz/qYvrWDy7KuG+ZSUeyko8KR/77FWNHHtmkPYeW4CWw1mcOocEaEIUKntZjRuuPmPSxzl1cb31eO6scg629hMKh3FKyQ0hRJYMj+qD/2+4+gxUc+oz0FPRZGTa/vjcIdYumwVEujtzNQZNHwpXOBGaVNIUwsY+vmLZ/OqMHLOprgyfP8TgsJ+fPriTOx/aZT337Bsn2GTM+ExXIVXYFkKMZZbSKC3OfO6lsbYUgMPtkRmUkQAtN6FEGDjUOkB7d2EMGZEATQj0roE/bTqE3xhTcemZCya0zNN4zPXr7nlU4+Vd7Wza0YY/EGLUF+DuR/Zw58O7036Pe/6yh09+95moAFMIUVh6B/VJAlXlY9fMTFdTnLFqkS7O3GTQzOvzv/3y1Zy831STAE0UvBFvgC/f8TJ/eO4Qr+7RS/CtWpS57oGNq/XyGq/v7bS2DQz7ogb03vvXfWm9x9NbTxAIhqzlXYQQhaezZ4Qij5PqLARoxUUuSotdUUtGWRm0HC9rZ670MtNJgCYKnnak13p8uE1P37symLJfOq+aZfOiu0v7h320tEUmDjz26lG8/olddEa8AV7a1RbVtel0yhg3IQpROBymo3eEhprSrC0vN6u6NGoilRWgZai3QUSTSQKi4A2NRrJO5hp17gwHOpesn8/+433Wz/1DPna1RBd9bO8eprkp9ZpEd/xpF1v3n7TS/hBZUFgIUVh6B32M+oI0VJdm7T2cDkdUkVurizPHGbRCIQGaKHgDw2O7BWsrizP6HmetbKS8xE33gJe7H9lDW9cwxzujC+FOpJjtyd4Rtu7Xl661F9QNyTwBIQqSdlS/4Ztdn1pds8lwOsHrDzLiDVBa7LZl0HJ/axgOh7OWKcwXEvaKgtcz4B2zLdXijalyOBycuqSelQv1sW33PrmfEW90YDiRLk77ci72yZsyk1OIwmSW2Fg4gSz8RPmMbP33f/cGMHVj0EDPGM50kkETBe2//m+blYkyve+iZVl7P/u6d1390YFh7DItiQSCIVraIlPdH3v1qPVY4jMhCtOIVWIj/WLbiZhZ/73H9OEauS9UG3Hi5FDGezryjWTQRMHy+oJRwZkZPJ2+rD7RS9LmcDhYOi9+de/HN6e2zFRrV+IaQCHp4xSiIJnrCJcU5Sbv8qcXWqzxu7kqs2HXPyQZNCFmrN6YjNWXr1lPW/ewtYxJtiybV82B4/oMzuamCm64eh3/+J/PcqRtgOFRf9LlV17c0ZbwuXhdnOFwmFA4nLG6bkKI/GMuLZeNIrXx/OHZg9bjqcigFUJJIbliTzObtrfyn/e9IQVJM2A0ppZOdUVxxpdHice+nJQ52PbSMxcQBl7c2Z709cdPDiV8LhQnQLvlV69x7W1P88KOzKxYIITIP6M+vYuzpCh7XZyJTEWAZnbpzmQSoE0zdz68m+0Hu2hpHUi+sxiXvTxFc1NFzt63piIybuIjbzsF0JeDAujuH437GjvzQlxbWcyV5y+Oei7eGLQDxkLtP38o/RULhBD5acSX2wya3VR0cfoLIEkhAdo0VQjp3WzzBfQL2pK5VXzpQ+tz9r4rF9VSW1nMey5YwupFdQCsWaL/v6NnJOnrvb4gxUUu/uMfz+PidfOinovNoMV2eQZDM/+iJkQhynUGbeHsyGzRqcig2W+wZyoJ0KYpM7gQk2dOGV+/ooHiHHYLNNWW8R//eB6Xb1xkbauvKmFOfRlvHDiZdPDrkY5BvMbdcllJ9N1y7ByBl3ZFd5n+5IGdk2+4ECJvjXiDuF3OnAVLZ69ssh5PSYAWDNEz4E2p12G6kgBtmgoGZbZeuvqMhYU9eVAF2+FwcOHaeQSCYbbs60y4n9lmk8vpjCrdEQ6H2brvJCd7R+jqG+WOP+2K2n/7oa7MNlwIkRdGfYGsltgA+Kf3nc45q5v4zLvX8JYN863u1Kkod+H1BfnnH27iCz96IefvnSsyi3OakkkC6TMH2zfUZG9plIlY0KiPg+vq93Li5BCz68tw2iplh8Nh/ukHmwA4dXGdtf1LH17PL/+yh20Huugd8PJf928D4KZrxnbbluZoCr4QInf6Br20d49E3axlw5ol9axZEilD9K8fWY/T4dtVUqUAACAASURBVKCidPyZ59nwwjiz2WeKqU8diJQdao0sru0rgP73bPL5g7y6pwOARbOzV3l7ImqMu9AnNh/lX3/+Mg8+fyjq+RHbrFMzmAP97rWxVg8yzYHCEKn2femZC6xtUzGAWAiRXU9vPUEoHOasVY05fd859eXWBCeReRKgTSPf+OVm67GMQUuPdrSXvkEfVWUeKsuLpro5ANQaszvNgpPPbYsui2Ff1N0eoAFWps1rC9CGjKVfmpsq+O6nzwXANQVr5gkhsuuPxs3cJevmT3FLpsZMnTQnAdo0FZAxaGlpNbo333He4qhuxKlUXOQaN8PVZ0weOPfU2ZyzenbUc+bvcNefx5bSqCoroq6qhMoyT9w6aUKI6WlwxM+Tr0dWIKmumNlLHyXyxOajyXeahqS/Y5oKyhi0SQuFwtz75H4gMjU9X9RWFicswNhplOBYOnfsUlGOcW61Ksv0DKHT6ZCloISY5rQjPew41M0Fa+fyLz9+0dqezTWE882yedX0DHjpMmZw5mp5q1ybmb/VDNVUV0Z7t74Oo2RCJs+eDs+35Y9qK4o4YWT3YmuYDRuBW3mcAbnjZQEryzzWPkEJ0ISY1n72p130DHh5+MXDUdsvPWtBglfMPOtVA5ed1cyP/rCdzVpn1idHTJX8+nYSYwyPBtCO9ABgHz4kZTYmb8AWoF2yPr/GbNRVRS40vYPR9dB8fn18WZFn7FR6e3xmThgAOH1pvTX5wOlwxF2rUwgxfcSbMbnhlMa8GaqRC+Zvusoo9B2YoQW4JYOW5378wHZ2tvRQXV5kjUECJBOShsFh/Txece6ivKiBZnfmysaoyQH7j/WxbH41Xn+QbQf0GmbFcQK0suLIRfuS9fP5zRP7ALj+vadZF26X04FfAnshprUqY1LT1W9ZzpZ9Jzl92SwuOmPuFLcqx8xrmrHEVCAwM69rEqDlsY6eYXa26NkzMzirLPMwMOyXAG0SAsEQf9rUYg3Er5yC2j3JrF5Ux5XnL7ZmZbW09fP6vk5e3tVOz4BepDZegFZTEZmJutv4zEB012dHrz6GLRAMTUnlbyFE+swlji5eP5+3bCicbk0787JmXscSZdD6Br384pE9XHXhUipKPdNuEoUEaHmspW3sguh1VSUMDPvZfrCLl3e1c/aqpjivFPFs3XeSP73QYv1sjs3KJw6HgyvPX0zfkI+ntxzn0VeOWgNhTXPqx9YdmlUd6da8ZP183nHeooRTz//hO0/zg8+9ecwyUUKI/BcIhnA5HQXVpRnL/M09RoCWaMjP89tb2Xagy+p9+NrHzqS5KT/qXqZCbqPzWLwB7PZFtX/64E4ZUzQB3QPRyySZsxvz0YfeupzmpooxwdkXP3hG3FIc9nFnzU0VLJ5TFVXxO9a2gycz11ghRM4EAiHceTY0I9ccMV2c9oXTR7wB7n5kN529Izy++VjU6zqMmfDTRWH/K+c5M/i6YG1kfME5q6LrX9mry4vxdfZG/3FOxfIkqXI5nbzptOhxJeUlblYurI27vz0bGK8LNFZPTLBqFw6HeXrr8XH3EUJMDX8wZGWOClVsF2fQ1sV5/zMHePaNVn7+0C76h6InWg3bShg9teU4D7/Yku2mpiWtPg6lVB1wK3AQWA7cpGlae5z9vgf40QPCMuB6TdNCSqlFwFeA/cAi4J81TRtUSjmBW4BBYCFwp6ZpL6XT1unILKVRZsuYxGZP+od90lWVoti7p/o8n5pt/3e/9MwFnL40cUbMYevuSGXiw3izgF/TOrnnLxpz6o/yrWvPSbG1Qohc0MeQFm73JkS6OK0xaLbrWVef3utgryd5zqomXtrVbq3GEgqH+dWjGqCvuJKvNeTSDcNvAZ7QNO1W4AHgu7E7KKXOBi7RNO0GTdO+CJwPbDSe/gnwU03T/h3YAdxgbH8fUKVp2jeNbfcopZKnBWYYs6ioWfeqtrKY6ooiFs+J9KHH3iGIxDp6hqko9fDWDQvYoBooz/PAtqQo8pH/wCXLWbmobpy94cYPreO6K1dHBWt2N314PW/ZoJcVGW+SiVmHrbVreKJNFkJkWSAYlkk+xjXODFQDtsLtZvevuWRefVUJ7zhvEQC/e+oAt/3v6wzZxuf+5eUjdPTk57Uu3X/lywGzlPEm4+dYXUCFUsqtlHIDYeCQUsoDXAS8Guf11nE1TesGRoHVabZ12jEzaBWlHr7xibP5xt+fhdPh4CsfPZPTjGzKwLAEaKnoH/bR3jNCY20pH3zLcj79t2sSBjL5Il5B2vGsWFDDWSsTTxpZNr+aM0/RF1MOJFiJYnDEzwO2Rdrv/es+6/ELO1r57Pef4y8vH5lQu4QQmeMPhPKuPFCujZnFabuemWOLTxqZtGXzq5ltW9B9z5FefvSHHVHHe2nXmI6/vJA0haCUehSId9X/KtAImFMN+4FapZRb0zQrt6hp2n6l1M+A3wEh4AmgE5gFjGiaFra9vtF4bD9u7HMJ1daW4XZnP9HW0JCbWSDl5Xq5hOqqEtaujB57duk5i9h2oIuQ05mz9iQy1e+fin/5xmMAdPaOZr29mTp+XX0Ff3Oomw2nNGXsmD0j+p9mcbEn7jF7j/ZE/fzYq0e5/gPrGBrx8/z2NgZH/Dy3vZVrrkj9fmk6fD5yRc5FNDkf0VI5H8FQmNIEf78zTaLfsaqyhIaGSgb9emDmKXLz26cPsOmNE5wVs07xey5eQWNjFe++cBm/f1pf4k872gvA2atns3VfJ6/s7uDv33VaFn+TyUkaoGmadlmi55RSHUAl0AtUAT324MzY553ARZqmvc34+X7gWuAOoFQp5TCCtCqgw3iZeVyT/bmEenKQpmxoqKSzc2z5i2zo69fHTA0Oese+Z1BP37a2D+SsPfHk8nyk46QxQWBwxJfV9mb6fFz15iUAGTvmgPGZ6h8cjXvMI8f7xmzr7Bzg47c+af3cenKItva+lJbJmi6fj1yQcxFNzke0VM+HPxAEwjP+3I13PszvRPN69pAt63/gWG/UvlXFTjo7B7jinGauOKc56lp2sneYhY0V7DvWR3t7P05n7ntVxgu0082TPkxkPNl5xs8opZxKqWZj+wKgzfaaVqBE0zQ/8BRwZuzr7cc1JiKUADvTbOu0Y3ZxxvvQmMv9+AIzc4mLbCkvyd+Zm7ngMj5L8SYJhMJhWlr7ASgtjmSi45VymamVu4XIZ+FwWMagEZkk4IpzHg7H1A+NtzSeaWDYz7A3QJixs/zzQbr/yjcBb1VK/SvwbuALxvbTiARbdwNupdS3lFL/BlQDPzWeuw64znj9GuDbxvb7gAGl1M3Ad4CPaJpWcPUkwsZA7ngFCeMNjhSJrVhQA8An31lwQxmjxJuWDvqF/xPffsoaf/bNT+izNx2O6BlSJlnJQojcM/8WPQU+i9OM0GZVlbB22awxT5+zqok1S+p51/mLxzz3xQ+stR5fsm4+xzr1SVFPbz2enbamIa1pbMYA/mvjbN+KHnChadoQ8OEEr28BPh5ne4jIjM6CZX4HxsugxRscKRKrNtavm9dQPsUtmVrm4OLu/ugaZ7EBV21lMc1NFXT0jOD1R+6Nzlg+iy37TlrZXSFE5h1pH+DA8T4uWjc/art5vS/0DJqZtHA6HXz2vacRDofZ2dLN9377BgCzakr4hzcvjfvalYvquOvGixke9VNW4sHpdPDrx/fy6CtHcTodbFCNLJ5TlbPfZTyOmVSJPti8MOu/jMvpyFn2YMQbYGjUT1VZ0Zg0bTAYomfQS0mRe0oLrubyfExWIBiid1APSOqqSrK6RMp0OB+9g14CwVDU5yocDlurFlSXF+Fxu+gd8BIIhago9VjLRhV7XHj9QeoqS1IarzEdzkeuyLmIJucjmv18nOzTu9vMv0VTKBSme2CUYo8rr1dCyYR4nw/zvFSWFlFcFP87EfQakmUpDmcxz6lddXlxzmbKuo4cTnghLewwPE8FgiGCyTJjRpAxkwLsbBkejcxbKfCOASCygoJ9/KL9YxS7APGosVpFoVcvFyLX/LaxnnKtH5/9hnEigb/T6aCusoTSokiH4qgvMM4rcie/K3VOUPdrO5LvlKaGhkq6szx7xpxlctVFS/ndUwf47HtPG9PP3jvo5fM/2MSyedXcdM36rLZnPLk4H+n63yf28oSxJtvPb7goqxm06XA+hkf9fOb251i7bBaffa8+tbyjZ5gbf6ov1nHXjRcD8AnbbCeAa69Yxc6Wbl7Y0cZt121kVk0pyUyH85Erci6iyfmIZp6PoVE/19/+HACNNaXcet1GfvTADjbv6eDGD63j1l+/zvlr5vDxy1dOcYuzK97nw7wmXXfl6rg1H83nz1rZyHVXnjrh9/T5Anz6e8+iFtRww4fWTaLVE9cwznNyS5zHQuNMEigy0q/745RFENHMmZtvOm1OVoOz6aK02I3b5bS6fUOhMH99TR8ge4ltzMvXPnZm1Os8bqd1lxqUu3khMuq1Pe189c5XONYxaG0zq+Jv3qNXmdrV0q0/UeCXsUTX8drK4rSOW2Jk0bSjvXkxvlsCtDxj/1CYS+3EKzdl71+3rzkmxjID3XNPnZ1kz8LgcDioLPPQ0jbA4bYBXt/byeObjwKwoKnC2q+5qZJrr1hl/VzkcVllOkIydkiIjPraHS9xrHOQzVqntS12pZgHN7UA8Py21lw2Le8kus8uyuC4sd8+uZ++KV5KUQK0PGOuHwaw07hbaqwti7vvuhV6clQG2o7PnHGY70s75ZIZrD70YktUgH/q4uj1Pu3rgRZ7nJE6avKZEyJj7H+D9qBsYNgfdzm/C8+Yl5N25atECXyHNTZ78sf+2N+cAsBfXzvGb21L3U0FCdDyjP2Lr2/Qx6zqEhoTjPVxypdlSsLjlCspVH9rrFDwmtZpldFYtaiWuqqSqP3KbAvK11dFZm5KBk2IzLH3nLyyW+/ObKrVr/ubtreN2f9Db12em4blqURXH/MePJ2r08pFtdbjqf7OkAAtz8R+8Y3XLWd+duTLcnyRDNoUNySP2Mdw7DXWpXv7OQvH7LdkbjWXnrmAS89cQH11iWTQhMiCeMWg33PBUhwO2LKvM2rI2cqFtSktszaTJZ3RmkYKra4ycpNaWTa1K8/MqFmcM0HsB2/ROAXzzOhepl+Pzzw/MkEgmlnfbLPWicvpiFuc0eN28oFLInfrkkETIvNiV/YAaKorY1Z1Ca1dw1ZGaINq4KNGF5wYy+riTOMY9qxZc9PULkhf2GF4Hoqt0D5vVuLK92bAIV+W4zOvfRKgRfvmJ862zsnqxXWUFie/X5MMmhCZF29t3FnVJdRXlVhFogGue9epBb+eMIwzBs3aIb3jX75xIXVVxZyzamwpj1ySDFqeif3gVZUnrhZtBWiSQRuXdHHGV1VexM/+5UIOHO9j7jg3AnZyUyBE5sWWdDjzlEZKi92Ux6wSIzeZuoS9RhkYgwZ69/J7Loi/VFQuSQYtz8QGW8UxSzzZmcMQ5LtyfFYXp0wSGMPpcLB8fk3Kd+UuqYMmRMaZJZVMVxqLfMufWbRZ1fr4sJqK+PXOzAl16dZDyxeSQcszE/mDdBoRmmQzxmeeHimzkT4ZgyZE5v3oAX0VnMbaUq69YpWV0S72SA7F7qZr1qMd6UU118R9/qN/cwrNTce59MwFOW5Zdsi/fp6ZyBefzOJMTWRFhiluyAxgzh6LN2ZGCDFxew73WI/XLKln6bxq6+d4yxkVspqKYs5e1ZTwZruqrIgrz1+c0nja6WBm/BYzyERmZMoYtNRIF2fmSO09ITKnb8jHbb/ZAujBx3svjB73dPqyWdz2qY0A+ANTv/SQyC0J0PLMRL73rO4mCdDGJSsJZI5LPnNCZMxP/7jDenz75y8g5Bu7bN+s6viFysXMJ12ceWZSGTS5sRqXtZKAxGdpi5TZkA+dEOkYHvWz54heJPraK1ZRL4GYiCEBWp6ZSGZCMmip8RldAzJFPX0ySUCIzOge8AJwwdq5bBxnxRhRuCRAyzMTm8Wp/1++LBMLhcNs3qOvbSddnOkzM2gtbQNT3BIhprf/e/oAAPMbKqa4JSJfSYCWZyYSbHnceo20H/x+O8OjAb7+i1d56vVj2WratOT1Ba3HZTNkZs9UMgO0JzbL50yIyeob8rHtQBdz6ss4/7Q5U90ckackQMsz9gzaW9bPH3fflQtrARgc8fPMG8c53D7Arx7bm83mTTt+o0L3qYvrKC5KXPRXpEY11051E4SY9vqHfACsWlg3bjFyUdgkQMsz5niyK85dyNVvXTHuvkvmRha39rjknzKe//6/bQBUlMn6dZlQW1nMKUaRSOlaF2Jyhkf19TVLSySrLxKTb/U8Y9XsSmG8lNPhoLmpwnhdVps1bR040Q+AWwLYjHG79XPpD8pMTiEmY9irl9OQYRdiPPKtlWfMgKJ30JfS/muXzQLAFwgm2bOwedzyUc8UM1sblABNiEnp6hsFoK5qZqwZKbJDvrXyzPHOISD1OlPmoG2fX74sY9nLj0gXcOa4XGYGLXnadiJ1/YQoFGaJjbqqkiluichn8q2VZ8zSGReeMS+l/c2uO8mgjWUfI1VbKXeqmeJx6TcFgSRLz2zdd5J3ffFBDrX256JZQkwbg8P6GLRKGRsrxiEBWh7p7h9l0/Y2IPWxCZJBS8y+oPei2ZVT2JKZpbhI/2w+9urRcff7799vIxSGZ984kYtmCTFtDI4YAVqpBGgiMQnQ8shJY1wCQH2KqW8zBHlqy/EstGh6s3cTL2iUAC1T3ny6XrfpmTeOW180sUZ9AWviioz/EyLawLAPl9NBqUwSEOOQK2ceOWhMELjqwqUUpVgbp6NnJJtNmtYCti7OMpnOnjGLZldxxbkL8flDtCTovuzu91qPn9h8TNbuFMJmYMRPRalHVjcR40rrW0spVQfcChwElgM3aZrWHme/7wF+9ICwDLgePflzD7DX2L4U+JSmaUNKqQuB24Fe4xAPa5r2nXTaOh3c99R+gAndVV2+caFkzxIwuzjPWtk4xS2ZearL9TF9J7qGOXVJ/Zjn/THj0w4c72fFgpqctE2IfDc47KdWZnCKJNLNoN0CPKFp2q3AA8B3Y3dQSp0NXKJp2g2apn0ROB/YaLz3QU3TvqFp2teBIeA620s/p2nahcZ/Mz44s5vfmPrabHVVJXzsb07JYmumLzNr43JKojjTuvr17vh7/7ov7vNmgFZdUQTAM1sT30QMjvjp7JVMsCgMgWCIYW9Axp+JpNL95roceNF4vMn4OVYXUKGUciul3OiZs0OapgU1Tbs5pi2Dtp+vUUp9QSn1b0qpBWm2M+/ZyxEsta0QkApZwig+cxanOZFCZI5Zfy8Rc1bxRev1P90Xd7bzzXs2M+oLjNn3B/dv44afvEh793DmGypEnhkyxm1WSIAmkkjal6aUehRoivPUV4FGYMD4uR+oVUq5NU2zrsKapu1XSv0M+B0QAp4AOmPeYxGwBPissWkX8A1N01qUUquBx5VSqzRNG3cgS21tGW539oOVhobMDzj3G19oa1c00Ng4sQCt0aidZspG+8aT6/dLldeIecvLi3Laxnw9H5nU0FCJ6zdbmDOrPO7vW2Z8Ju3lTQ6e6Odo1wjnnjY3at+9x/oAePDFw9z0d2dlsdVTrxA+GxNRiOdj11H98x7CMeb3L8TzMZ5CPx9JAzRN0y5L9JxSqgOoRB8rVgX02IMzY593AhdpmvY24+f7gWuBHxk/zwf+HXi/pmle4z07bO+/UylVAywADo/X1p6e7N+BNzRU0tk5kHzHCRoeNU5bKDzx4wcjNdCK3M6stC+RbJ2PTOjq0oMErzeQszbm8/nItJqKIkZG45/bk8a597hdfP3jZ7HzUDf3PbWfvS1dLJ8T/6Lb0T00o89dIX02UlGo5+Ovr+hfY8Mjvqjfv1DPRyKFcj7GC0LT7eJ8GH08GcB5xs8opZxKqWZj+wKgzfaaVqDE2G8penD2SU3TupVS7zG232hMQDAnIhQBYyYfzCQBY9kc9yRKEjTWlFqPZVHwCHMlAZkolR0etyvhepzmGLQij4sFjRUsMbrtvf7ogsq9g5HZnlLLTxQCc/WAd1+wdIpbIvJdurUHbgK+rZRagT4L8wvG9tOAXwFrgLuBjUqpbwFBoBr4qVKqBHgWOA48qJQC2AfcD7QA31dK7QJWAddomhYpEjYDmV9oZpX2iSgrkaAsHnNYXyoLz4uJ87id+IeC+PzBMWVhzDFoRR79hsMcBxiMWR5qxBtJuHf3jzLiDUhtKDGjjRqf+eryoiluich3aV0JNU3rRu+ujN2+FT04Q9O0IeDDCQ4Rdz0jTdPuBe5Np23TjZmJmGxRz6997Ey+9otXkaUPI8xJAhKfZYfb5WDEG+S6/3iGs1Y28okrVllLj9kzaAAu48YjGIr+gNoDtqHRAF/80Qvc/tnzreNMVv+wD78/RH11CQ+/2MLz21q5YO082rqH+cjblATtYsoEZfKSSJHcquaJgJVBm9wkh+amSppqS8d0IRWysLHOgnwZZ0dTbRmHWvUxIq/s7mDt8lmcs2o2YAvQjBsO89/g+W2thEJhVHMN61UjgZgCtsPeACdODtHclHhcRjgc5rltragFNTTVlcXd5ys/f5mBYT8NNSV09urJd7PO4MXr5o17fCGySQI0kSopEJUn/NYYtMn/0TocDsmg2Zjf/RKgZcfH3r6Sr3x0g/VFc7J3lJa2foKhkC1AMzNo+qVm2BvgideO8cM/7AAgENA/sJeeucBaOPrpreOv3fnG/i7ufmQPX/rZS3Gf39XSzYCxGLUZnNn94pE91phPIXLNCtDSzBKLmU8+IXnCGoOWxrqFDkd0PbVCZ54Lh3zKs8LjdrJ4ThU3XbMegN8/e5B/u3szf3z+EL7YLs442YJwOGwFSiVFLt5rDJp+flskQGvtGmJ4NEA4HGbEG2D/8T62Heyynr/nUW3McX/x593jtvtw2wCf/M7T9A/7JvLrCpER5tALuXEUyUgXZ56ITBJIJ0BzEJL4zGLO4pQLYXbNrS+notRjLZz+wo421q/Ql9fyxEwSsBv1BSOzl11OZlXrs9sCwTDDo37CwJfveJmmujLWLZ/FIy8fGXOM57e18pHLlPWz1xeky7YOKMB7LljC/c8cjNoWBt7Yf5I3xdRkEyLbzG591yQmhInCIrmFPOFPo8yGSTJo0cxTIQsSZ1dxkYuPvi0SJM2uK7MKLxePk0Eb8Qbw+iMBWpFtRYzdh3vYuu8kAO3dw3GDM5fTMebzPjASnRW7/t1ruOysZuIJ2CYohMNh/rTpEHsO9yT+RYXIAFnhRKRKArQ8EchEBg35g7eLdCVMcUMKgL3Ui8flHNNlH+/LaN+xPp55Q1+jc0FTBUvnVqOMBdVHvEFrvc946qtKWLGghmAoHDWezOuLniRzxooGXM7ov4y3btCXnwrZ0s1HOwb5w3OHuO03W/jKnS9H1WcTIpPMmcsSoIlkJEDLE5kYg+Z0IF2cNmHp4syZU5pruPotywEYHPWPGYPmjPNl9NMHd7LjYDcLZ1eyamEtABet0yvveP1BHnju0JjXmLNC3S6HlZ3z2WYuj8aZxexwOKzM9PyGClSzHgQGbYGd2T0LcLxziHv+MnZsmxCZEAyFcTocktkXSUmAlifSrYMG5ixOidBMIauLc2rbUQgcDgeXrJ8PwIHj/Va5FzOgsk8WeP/Fy6Je29EzbH1ZmbM+n9h8dMx7LJpdybmn6mU85jdUWEVwvbYVCPqH4g/8dxvjfTxuZ6Roru1vxQzQPnjJclxOB22ycLvIkmAoHPeGRYhYEqDliTf26+Nt0inQ6XBEBsYLWwZNLoY5Yc8ItPeM4HQ4rK7PYo+L2z61kf/6f2/ikvXzufFD6zhvjR5sjXhta8kaQVd7zwig1ywz1VeV8PaNCzn/tDm8+4IlVgbNXvvvaMdg3LaZy0jVVRVbAZq9i7OlTa/nNndWObWVxbR1D/OXOOPeROEZHvVzx592cvzkUEaO1z0wSlmJzM8TyUmAlie2GAOiO3tHJn2M8hI3Pn9ozDicQhVZi1MCtFxr7x6muqIoKjieVV1KabEbt8vJigU1nL9mDgAXnREJwipKI2PZGmtKece5i6yfa6uKmVVdysffvpI59eWRAM32eR8YinRV2l2yfj6NNaWctbLJapN9FQPtSA8up4Nl86rpNmaB3vfUfrrHGQcnCsMjLx/hxZ3tfP93b6R9LJ8/SN+gjwUN5RlomZjpJEDLM+ZYtMmordTLFMgAZ52ZIJExaLnzzvMWWY+TrTWommv59384hw8aY9dAz2CZPv+BtVGTD+qNRaZNxcasz/ufOWBtO9jaF/e9PnDJcm69biNnntIY6eI0PiCjvgAtbQMsnlNFcZErKgttXytUFKZRI8Obic/C0Kh+jPJSWT9ZJCcBWp4wMwfmOJ7JMAdCB2SmAABhWYsz5xpqSq3HNRXFSfdvqiuL6ta3P26sKY0akxkboJUYAdqOQ93c/rs3ONI+wPGTQ8ypj7/8k8nl1I8ZDIUJhcPsbukhHIbZxuvMzB7otdpEYTOXjMuEoVE9wysBmkiFdITnifkN5ew50pvWH67LMXZsTSGTDFrumcVmYfI1/T531ekEQ2MzybVV0QHfuafOsQrQbjvQxbYD+goD82aV09qVeJC/0zYG7ektx/mfx/YCUFasXw4/fvlKZtWU8MBzhyRAExk1ZExGKS+RAE0kJxm0PBEIhXE40gsmzMrUEqDprKWeJD7LmXpbgDYnwULmyZy2tJ4zljeMPXZMBq22spgPXLJ8zH6z68cf32Pv4tx+ILJslBmgAVQZ3bM9AzJcQGSO2cVZIZMERAokQMsTwWDY6nqZLDMzEIiTfShEIZnFmXN1lSXWTcbbz1mY0WNXxRnTFhu0ATTV6t2sNRXxx8CZM0VHfQF2H4msHFBnO9ZcI8jTjsjKAoXOvN3NxGQjK4MmXZwiBRLGT6t8QQAAIABJREFU54lgKJT22mzxygcUMpnFmXtOp4Pv/uO5FHtc1iD+dN163UZGRgNxs8tnLJ/FB9+ynN88sc/aNruujB/+05sT1hQ0Jy+8vrfTKr8BWAVsAZbMrQLgZJ/M4ix4GbycWpMEpItTpEAyaBnyv0/s5a6Hd0/69cFQGHeamR4J0KKFrTFoU9uOQlNTUUxpcebu/RprSlk4uzLuc06ng7NWNkXtu2hOpVXOI57SYjclRS7ryxL07Jx9goPb5aSyzENfgsK3onBEMmjpHysySUByIyI5CdAyYPfhHp7YfIznt7dai0RPlN7Fmd4VINLFKQEaRAJVyaDNbGXFbspL3DgccPPHzkw6VMDhcFgZMtONH1o3Zr/q8mL6hmQMWsEzM/EZONSgTBIQEyABWgZs2dtpPf7dUwfG2TO+YChE76CXkjSzDpJBixaWWZwFweN28vWPn8W//8M5KWfuls6tth6vW9FgjVuzq64oYsQbjFqpQBQe62qaxnWkf8hHKBSWMWhiQiTPmgF+26LLr2odXP3WFRN6/Yg3yKgvyMqF6VWXttd3EvYxaFPcEJF1dXEmC4zHPtv00397atwsqzlWrX/IF9X9KcRE9A/5+Nx/Pw/ohZgdDn3VFyGSkQxaGg63DXCyd4SALUBbu2zWhI/jM+7Q0x1UHW8Jm0Ima3GKROw3MYkyrGaAJuPQCpuZiZ/sVaS1K7KG54mTQ8yOKc4sRCISxqfh63e/CkQHZWYKeyLMLhRzbcHJsro4ZcF0IFKoVjJoIpbH+IJsGqdWmxWgDUqAVtjSi9A6e6NnAi9KMOFFiFgSoE2SPWu2df9J6/FmrZN/+fELzKkv5/r3rEnpTsmc6l/kzkyAFq8KeyGyMmgSoYkY5546m/5hH+eeOjvhPrVGt2lLWz+LZldGdYuKwpFuBu3/nt4PwN9fvpK+IR8bVyf+zAlhJwHaJI23BMzJvlFO9o2y+3APa5bUp3Asfbq/WUBzspwySSCKeR4kQBOxnE5H0kK6Zqbj4RcP8/CLh7n5785MWO5DzHyTmQ0+OOKnf1jvVVm3oiGj5WfEzCcd4RO090gPPQNeRr2BMc/FVjp/esvxlI55wlg3sKl2ckvjmFwyBi1KpItTAjQxcVVl0X/PX7/7VfwByU4XmnSuplv36b0rV124VIIzMWHyiZmAox2D3HzXKwmfv+ZSxa8f1/j0u9bwowe2c7RjMKXjHjP2W9BYkVb7rEkCMgYNsHdxTnFDxLRUXOTC7XIQsN3wtHUPp/13KqYZ2+X0SPsARzsGOW/NnJRe2jOo19Fb0CSfGTFxEqBNQH1VCRtWNrF5d7u1bcMpjdRUFLFyYS1nLG9gvdIXea4qL+JI+yCBYCjpOLRjnYM4HDB3VmYyaNLFqbPKbEiEJibJ43YSCEaGM0wkg/bk68c4fnKIay5V2WiayBGfUXw8EAzxtV/oE8MWzq5kfkP8oGto1G8VojV7WkqL5KtWTJx0cU5AWYmbmz9xDp9852pr24LGCq5+ywrOWN4QtW+J8Qf5zNYTSY/b3T9KbWUxnkxNEpAuTkCWehLpi725sk8OSuZ/HtvLU68flxumac4cbzwwHJmhv/twT9x9d7Z0c/3tz/HUluP0Dnrp7B0BSLsIuShMEqBNwsqFtdZjd4IFzsuMP8hfP76XkTjj1UwDwz66+r3UVaY/Q8zq4pQvBEAmCYj0xQZowQkEaCZZiWB688aZEGZmxo60D7C7pdva/tqeDgB+9ajG53+wic2avspMVZmsHCAmLq2wXilVB9wKHASWAzdpmtYeZ7/vAX70gLAMuF7TtJBS6ifAKbZdr9c0bbtSygncAgwCC4E7NU17KZ22ZlJVeRFf+egG/u/pA5yWYJbmeWtmW+U3dh7qZsMpjWP2CYXC7Dik/3FXZGDpD3MlAamDpgtLF6dIkyc2g5bizY890zbqC8oA8WlsNE6AbW775j2bCQTD/Of151NdXkRtZfGYfYvcTipjJpwIkYp0rxq3AE9omnafUuodwHeBa+w7KKXOBi7RNO104+c3gI3AJqBN07Tr4hz3fUCVpmk3GkHgS0qplZqm5c2t6OI5VXzxg2ckfH69auRDb13Brx/fS3f/6JjnN+/p4BeP7GGpsWjzWavGBnATFenilJlmEJnFKWliMVlu9+S6OPttqw9IBm16i1dSyefTPwfmBJKjHQNUL64n3r2xT2b+iklK97vrcuBF4/Em4+dYXUCFUsqtlHKjz4k5ZDxXqZT6slLqBqXUZ4zno46raVo3MAqsjj1wvjuluQaA57a1WrXOTK/sbmfEG8hoBk26OKOZ50GWehKTFTuEIdXxnebsPYC+QS93/Gkn220FrdPR3T/Kl+94iV89qmXkeGJ8Xt/YISqDo9ErxrR362PNWtoGctImURiSZtCUUo8CTXGe+irQCJifyH6gVinl1jTN+kRrmrZfKfUz4HdACHgC6DSe/jWwTdO0gFLqNuBLwDdijmseO2mKqba2DHeaA+1T0dCQWrHKhoZKrjhvMQ9tOsRTb7Tykbevsp472e+N2ndJc13Kx02kY0C/ay8pLUr7WBORy/dKVSgUZrOmjweZ3VRV8OdjKk3n8zG7voIj7ZFyOaXlxSn9Pgdsr/n2/24BoHfIz23XvyntNj344mFau4Zp7RpmyYIa3nXBsrSPOVWmw2ejqMgNRDKi5aUeXt7Vzsu7IqN5fv34Xioqiq1hLXVVxVy0fgH3P6WvIjCR7wwRUejnI2mApmnaZYmeU0p1AJVAL1AF9NiDM2OfdwIXaZr2NuPn+4FrgR9pmva6bdcngRvQAzTzuKYqY9u4enqGk+2StoaGSjo7U79LunTDfB7adAitpZvDR3soK3HTO+ilpbXf2sftclDmckzouPEM9Ot3cQMDo2kfK1UTPR+50j/so61rmLmzyqkqchb8+Zgq0/18XLR2DoRDFHtcPLetlZ6e4ZR+n67uoTHbSkvcUa/d1dJNZVnRhOuqbd/faT2+88Gd7Nx/kmvfsWraFWSeLp+NUW+AptpSgqEwJ/tGWbWwllf3jP06+ukftgP6JLIvfGAtL9kCuFR+z+lyPnKlUM7HeEFoul2cD6OPJwM4z/gZpZRTKdVsbF8AtNle0wqUGPt9x7Z9ObA/9rjGGLQSYGeabZ0S5SVuXE4H2w508Znbn+Xjtz7JoRN6cOZxO3nHuYu45R/Oych7SRdnhNkVNb+hfNp9cYn8oZprue7KU62Z24EU17mNVy/t9T0dHDT+9sPhMN+9d+u4ha8THfdw2yALZ1dyzWV6fbWXdrXT1Td2nKvIjFFvgNJiN7f8wzn8+PMX0FQXXa/yI5dF17n75/evxeFwjJlgIsREpTtJ4Cbg20qpFcBS4AvG9tOAXwFrgLuBjUqpbwFBoBr4qbFfg1LqVmAYUMDnje33AWcopW4GmoGP5NMEgYlwOBxjAqb//r1+p3XtFavizu6cLClUG2EuGG/ObBUiHWa5jVTHoCW6SbrtN6/zk3++cNIDx//nMY1AMMSSuVVcdMY8+ga9PLiphY7eEWbVlE7qmCKxQDCELxCitNiN2+XE7YKuvpGofTaeOpvHXj1KW7feg2PeKJurB5yf4qoDQsRKK0AzBvBfG2f7VvTgDE3ThoAPJ3j93yXYHkLv7pzRZtent3JALJcs9WQxvyBdCerUCTER5uco1Vmc9v2Wzq3igJE58/lDBIIhhkcT10ZMpLt/lOe2tQJw6qI6AKor9LIOuw/3sMrYJjLHnMFZUhQZ23z5xkW8uFPvvrzpw+sp9rj41LtO5ea7XmH5/Gprv6baMv7z+vMpL5ESK2Jy5JOTA1/68DoOnejnzWvn0j/k4yd/3EkYmF2X2QDNKSsJWMxz4JYZnCIDzAzaZq2Dy85qTrI3Uet31lQUc/nGhTz84mEA2rtTHyv7P49pPPn6cW7+uzP5+t2vWttPMbpcVyzQZ4o/+fpx3v3mJdKdn2HtxrjmMlsdu7mzyrnrxouj9lvQWME3P3E2DTXRBcery6X+mZg8CdByYPn8GpbP1y+kJUVuvvp3Z2blfaZjF6dVTDbDXyxmBsMl40BEBpif0wPH+5PsqTNrEVaUerj6rSuorSymvraMe/68m6/c+QpzUsyeP/n6cYCo4AwiGZ15s8pZvaiWnS09jHgDlJVIxfp0hcP6ZIB9x3r5+UO7ASgqSl4dYO6s8mw3TRQYCdBmEHO81XSaJPCLR/bw/LZWTmmu4f9ddTrFnsyUSbG6OCWDJjLA5490WYbD4aQ3FOYNwievXG1Vl+8diJTWae2KZNESHS+cYKjCjR9aF7V/XZWetekf9k9pgBYKh/n5Q7to7x7mM+8+LW5V/engxw/ssJZoMpXJShBiCsinbgaJzOLM78rVuw/38PirR1m3ooHnjTE1e470sv94H6szNI5GxqCJTLLPyuwd9CUNPgJxutiXGln0WMFQOO6avuZqBB6303r/s1c1Wd2aJnMZqX3HejM+bCIV4XCYe/+6n8c3H7W2PfrKET5wyfKctyVdP/nj2OCsuamCc1bPnqIWiUImAdoMMh26OAPBEN/5jV64c+v+k7icDtarBl7Z3UF3/ygHjvfRVFeW9soKj7ykj/eRWZwiExbNidQq+ucfbhozBimWmUGzL7Z+0fr5vLarlf3H+zlxMlInzecPjlmUHbBmBa6YX83Olh4APvo2NWa/k0aJjd8/e5A5deW8vLudd795Sc7W//zhH3bw+t7O5DvmmR2HujjZN8qFa+cx4g3w7f993SpKfNG6eVSXF7F8fo1VYkWIXJMAbQYxs0X53MXZ1hU9QPq9Fy6lvqqEV3Z38Is/7wHg1CV1fP59ayf9HoFgiC379Ire8TITQkzUnPpy3n/xMn77pF6qsWfAO24W7ZGXjwD/v707j4+rrPc4/pnMZE+adElbmu4LT0sLbWm1lEqhUC4UZFcQkUUFBBdUVODWCyooggXcUBBB1ntBQOUioOWWRZaWrWylrU/3fUuapUmaPXP/OGcmc7Ink8xMJ9/3P5k5c2bmye91zpnfeVZvgubz+bhs0RQAvnLby+HtB9voO/bxxmIee3EdAJ+eMozRw3MZVZBDRlrrS/aiOaN5f10Rk0cP5NbHVgLOzVpf12D98+1t/HtbaXhut0htrV+ZaH791Mc0NgV55rVNHDjoXbrptDljGJyX0c47RWJD1QtJJMWX+AnaTRETc545byynfHp0q6kL1m0ri+o7Nu/uWkduke44adbI8OPHl61rd7/ILgZdaWJf49aOhRyoquNXT30crhkblJfB50+Y2G4zW4E7/1nk0kNvrtrd510dnnxlAx9v3E9ltZPcnL9gIhcudJLCioN1Hb01IYSuk5HJ2dfPnsafbjhRyZkkBCVoSSTRmzgjy/Xl0yZz9nHjgdajn+oamnhp5Y5OP6+4vLrNeamefHlD+HFbM7qL9ETAn8IRY53mrqIOZu4vjnitraZLgLTUiJq1Fq+VV3mTm85mpG+rO0BVTQOVLWqF+tqpc0azcNZIUgMp4ebZQ8m3zjuyVycOF4mWErQkkuhNnLv3O/1uDhuc5Zlde/SwXG67ai7nHT+eBTMLAWfx4dCdeVs27CznuntW8MRL6z3bt+2tCE8KCl2fWFSkK648YyrQ8fxWe0uaZ5pvbx6+n185l4WznRq5Jne0ZsmBGp59Y3N4+aexw3M55ohhjB8xoMMypaT4+OHFs8LPj58xAoAP1hf32fF/oJ0aMp/Px7Rxg9i9/yA7iirb3CdRhJLkiYV5XLhwEjMnFcS5RCJe6oOWREJNnIlYg1Zb38iNDzg/PPOnj2g1rcDQ/ExOnzsWcGogVm3aT1FZNbuKqxiSlxGeSiBk7ZYSwJkn6uzjxpOR5qe4vKZVc5Fq0KQ35Wal4gOqa9teCeDZNzaHZ/uH5pHVLQ3MTWfSyHyWvbeDorIa7nt2NWWVtfw7onn//AUTwxPSdmZCYR7HHDGM3Kw0QqfWI0stjyy1fOGkSUyfMLjVGpLRWL25xPP8skWTw4+PPryAD9YX8+ALa8lKD3DxqZMZmmDLUAWDQeobmpg0Mo///NKszt8gEgdK0JKIz+cjpY21PxPBnyNquqaN63gqjaMmDGbVpv3c8vB7gDMZ5y2Xz/HsUxsxL9U1v36daeMG8UmLHw2A9C5MMCnSVT6fj4x0f6tO8E1NQey2Up55Y7Nne0erroUGsLzgjjiOlJaa0uXkLOTKM53avcrqel58t3nKiydeWs8bH+/i5q/Oae+t3bav1KklnDlpCBecOJGhA5uTv5EFzhqUm3dXAPDGx7s4d/6EXvvu3tDYFCQYdKYwEUlUOjqTjN+feAlaMBhkpTsM/9z54yl0L+DtOX7GCAYNaB4ht7O4iqIy7wLF+0q9fVwik7NZpoDbr5rLCTMLOe2YMdEWX8QjIy1ATZ23Bu2Pz61hyRMferYNycsgP7f9ptCO+pY1NPT8HM7JTOX+6xd45kvbUVTVbrNkT9TWOwnqaceM8SRnAPk53v951cbWN07xFqpZ76x/n0g8qQYtyfh8zijGuvpG0nppVv6u2L2/iide2sD0iYOZP30EAX8KT726gX+8tS28z4yJQ/jssWM7/ayAP4VrzjuKHz/YvLzN6i0lvL16L4MGpHPFGVM9ax1GGjs8lxNmFlKQn8klp7SeM0okWhlpfk//yOraBs8ISjMqn3Pmj281oWxLbdXenDN/PGu3lHB6F86TjqT4fNxw0dGstEX84+2tbNp1gO/85g1+evmcXlmSKJSgtbXyx4DsNBbMLGTQgHTWbCll7dZSyqvqEmpdytANn2rQJJEpQUsyoSVp7n9uDVedPS3cL62vvfL+TlZt2s+qTfvZVVzFbDPUk5wB4SH4XTF6WC6/+fZxlFfVceP9b/PIP234tSvOmEpFdR3+FB8LZ49k6TtOc841nzuKGROH9M4/JNKOjLQAe0uqw/2Ynn51I+AMfrnqrGmMGtpxDXFIy36V4CR3Z0SZnEWaZQrIzgjwC3dy6FsfXcnd350f9efWuU28ba1R6fP5uDji5mjt1lI27izn6MMTpxN+6OavqKz90bgi8aYELUm9Z4v4cH1xTC6KdfWNLIuYFuPl93eGF3mOVNDNjsI5malkZ7Q+RPeWHKTiYD05mamcPncs6al+DtY0cNT4wd0vvEg3bdtbQVMwyJLHPyDgTwk3r99w0dHkZnW9lqggP5MlVx/LD+5ZzsTCPMzofCaOzOv18prR+YwsyGFHUSUH2xnc0F2hz+lsjcrQOV9yIDETofYGcYgkAiVoSWzz7gMdJmhvrd5DwJ8S9dw/dnvzyLOJI/PYsKM8/PyKzx5BSUUNJ7jTZ3SXz+fjBxfODC8PBfD8iq3sK61mSF4GOZmp4fnURGLhuOkjePWDnZ4Rl19eNLlbyVnI4LwM7r9+QZ/WdPt8Pm66bDY3PfAORWXVNAWDPf6+99cVMWJINvvKqkkNpLR5AxVpgBuTihjPydZVWqtXEpkStCTWVhNKyNOvbgyPHlt88SwmFnb9zr26toGA30dqwE99QyOPveg0P1508uHMnDSEZSt38M+3tzF2eC5zp0W/yPCUMQP50w0n0tDYxJVLXuWNVc40BsUdTBYq0lcuPGki67eXsdNdT3NIXgbHTR/R48+LRTeEgD+FwwZnsafkIAdrGnq01m1VTT13/3VV+PnoYTmtpstpKSPdaQIN9VlLNP4YdQER6QklaEks2MEY/8ih/bc+urLTxZ9Dn/fB+mLu/usqJhQO4IaLjuYbS16hqKyG3KxUjp/hDA44f8FEjp8xInz33Fvam5VdJJZSA36GD84KJ2hfPPnwOJeoawa4nfSLy6vJzgh0mly1tLOoyvN83GEdT6ALzYMIEmltzv0RN3Zq4pREpl+8JBY53ca2vRXUdXAX29FrIe+vKwrfQW/ceYBbHn6P3cVVZGcE+NkVx3gSqGEDs8jspH9KT3z97GnhxzMnaUCAxEdomobCIdmHzMCU0A3TzQ+9x5OvbOhkb6/K6npu++/3PdsiVwNpT2hx9/0J0getsrqeH9yzPPxc+ZkkMiVoSSy0osCy97bz4wff5ao7/8WOokrW72i9GPnt//NBhzVu4O1rBrBtbyU+H3zltCk9ajLpidmTh3L7VXP5xjlHcnVEsiYSS5PczvxjD8uNc0m6bmBu89yC76zd1633frShuNW2kV0YrZqXncawQVms3lzCruKqTvfva/f9fbXnuU8ZmiQwNXEmsaamIBt2lvM/y5pn8f9gfTF/e20T4Azpn3fkYfzphbVs3n2AddvLMKPbn738QItFnCePzueyM6YxtIPJOPtCQX5mt0eEivSmRceMIT8nPaGmjujM7MlD2birnDdX7aE7rZvLP9nNcyucLhGfOeowTjy6kANVdW3OgdZSSoqPuVOH8czrmympqOmVOdii0XJi2lhNQyTSE0rQklhjU5BNO50RlWOG5bJ1bwUrPtkTfn3z7gNcGrGG3t7S6g4TtJKKWgDu+uY88rLT8Pl8FBTkUlRU0Uf/gUhiSvH5mNeFJr5EkpOZyldPP4Iteyooc8/lzhysaeD+59aGn8+bNpyxwzvvexYpO8OpXV+3vZxp47o3Fc7WPRWMGJJFaqB3Jt0O9bsbmJtOaUUtftWgSQJTE2cSawoGqXX7ypwxbyw+H+wpaV4i6dJFkxk+KIv5050fmu17Kzv8vNIDNQzMTSc/J73bHYxFJDHsLKqiqqah06Wf/r21lMV/fMuzreWyTl0Rqml7bvmWLr+ntKKWr9z2Mj956N1W65tGo7zSScqy3OlBVIMmiUwJWhJragqGO//nZqUyNWKR8p9ePoe5U50pMC462RDwp7B+Z+u+aSE7iyrZf6BWFzSRJLF6U8drZC55/INwt4ap4wZx7fnTPf3Yuiottes/M3X1jbyzdi93Pdm8ruk/3trmSSabmoK88NZW/vKvjZ32m22prLKW/Jw0Lls0mWEDMzlnvuZQlMSlBC2JPfvmFp53+46kp/o5MqJ5IS9iQePUQApjD8tl+75KqtuYabyyup4bH3gHSJzRWCLSMxee5Cy59sfn1nQ4w39kLfkFJ05kWg9X6pg5qev99N78ZA/3/u/qVlN6vPbhLpqagpQcqOHl93fw9KsbeX7FVrZ1UusfqSkYpKyyjrycdCaMyOPnX5sb9z5xIh1RgtZPpKf5mT6x+QLbcomWSYV5BIOwafeBVu+95tevhx8fNrj7TRwikjhOnFVIvnuDFhqduau4ilsfXelZBD5ylv3CKBKZ1EAK+TlpDB3Y+cCe0jb6xgX8Pt74eDdX3/Uvvv/75Z5BTz956F127Otakrb0nW00NgUTatF2kY4oQesncjNTPf1HWvYhC91J7u9gdv6czFS+d8GMvimgiMSEPyWFq85ypqgpqahl485y/uv+t9mws9xzMxZKymabgqj7nPpTUmhsbOp0v1CN3tjhuZwzfzy3XD6H/Jx09pVVh+eea2ldG9MGVdc2sGFnOa+876wRXFldz1OvOIva96SZViQeNIqznwhNGvvDS2a12Y8sVKNWXtV+x+ElXz+2S0PrRSSxhc7juvom1mwt9bxWW99IeqqfUUNz2LKngvOOnxD19wX8PmrqO0/Qtu2tIOD3sfjiWeGJr+vaSMzuufZ4XvtoF4+/tD58U9nQ2MSu4iqG5GVy7e/eoM79vnEjBvDLJz8Kv/eCEydG/f+IxIIStCR15zfmsXpzCdkZAeobm8J3wBNGtL3mpt+9GP7ttU2ccexYz2tpgRQOG5Kt5EwkSaQGnPO9vqGRhgbveV1UVs3IgpzwRNe9sRxSwJ9CY03r/q2RausaKSqrYdigLM+qJJ+dO4Zl7+3gCwsnsXFnObNMAelpfmZPHsrjL63nH29v41NThvLsG1v4sI0JdW9+6L3w4zu+fmyvTdkh0teiStCMMYOA24BNwCRgsbV2bxv73QXU4zSpZgHfstY2GWNWApGTaI221o43xpwA/AoI1V0/b61dEk1Z+4tbrzyGHfsqGZibzmeO6vo8TWOGtz8jen1jU/iCLiKHvtDIylc/3MWUMc7ch2ZUPnZ7GT958F0uOdWEFzjvjbnC/H4fDZ00cb7+8S5q6xuZ1WLy34WzR7Fw9igAz7Ja+REDnSKTsJA5Rwzj7TXNP0c3XjqbQQMyelR+kXiItgbtVmCZtfZJY8wZwB3AxZE7GGPmACdZa6e7zz8C5gJvAr+w1v7Z3b4AmBfx1u9Ya1+Nsnz9zvBBWQwf1P2O/HnZacyYOIQPNxRTXlUX7kjb2NREMNh6Bm4ROXSlRdQirXWbOHPD53yQB1/4d/h1fy+c+6mBFOobmmhsasKf0vbnfbLZmfZjwdEju/SZPp+PS041PPJPG96W4vPRFAxyzvzxnHHsWL5w4kSuu3cFJ80a2aXF3UUSSbQJ2unAz9zHbwIPt7HPfiDHGBP6riCwGSCUnLm+Bnwz4vnFxpjZwADgj9ba7VGWVToxamgOH24oZkdRJXnZzpxpoTX7AkrQRJJGZnrrS397NWW9UYNWOCSbjTsP8Mzrmzlz3rg2a+QrDtYT8KcwIKvr6/qeMKOQ1z/azebdBzhz3ljO+sw4z4CGvJx0fn/t/HaTQpFE1mmCZoxZCgxr46WbgKE0N1EeAAYaYwLW2nBnA2vtBmPMfcBTQBOwDChq8R3jgXJrbagDwRrgFmvtFmPMVOD/jDFHWGs7rCMfODCLQAz6FxQUHDoLJHfHqNAdpt9PQUEuqzYU88e/rwGgqLy63f87WePRU4qHl+LRLJFiseRbx/GD3zaP2jxnwSTKquqwLQYNDB82oM2ErjuOOnwor320m+dXbOX/3t3OfYsXAtDk9/O/r23kgoWHU1lTT15OGkOHdq+m6ydXzsVuK2XO1OGH/AoniXR8JIL+Ho9Ozzpr7SntvWaM2Qfk4vQVGwCURiZn7j5nAgustae6z/8CXAH8PmK3a4CCZZBLAAAPyUlEQVTfRnznvojHq40x+cAoYGtHZS0tPdjRy70imdeebGpw+pzs2VdBUVEFm7c3X6gnjshr8/9O5nj0hOLhpXg0S7RYDM5O5Q/fP4Hr7lmOzweDsgJcf+FMrrtnOcXuyMjT546h8kA1XZ8Otm15mc0/NXUNTVx284vce8NJ/PaJ91m9pZS/v74JgGnjBvUoRhOG5VBcHG0p4yvRjo946y/x6CgJjbaJ83mc/mTbcfqPPQ9gjEkBRlprt+EkVnsi3rMbCPfUNMYMwBkc8EnEthuA+6y1Je5AhDSg1eAD6V05mU7TQpU7WWXk8iqXLjJxKZOI9J3UQAq3XD6HxqZguBtDZPNjyxHdPRW6tkR6deUOMjO82zOirKkTSSbRng2LgduNMYcDE4Dvu9uPAh4FjgQeAuYaY34GNAJ5wB8iPuMrwJ9afO4W4NfGmDXAEcDF1lqtMdTHst2L5b8+2sWJs0ZSXOaE/NoLpqsPh0iSapk8RSZovdX3NDsiEVv8pVnc+thK9pZUtZq8tqaNpeZE+quoEjRrbQlOc2XL7R/iJGdYa6uAL3XwGb9qY9sTwBPRlE26L9tthiitqOXRpZbi8hr8KT7MqPw4l0xEYiWUoPnonTnQwLu0XGFBNgF/CitW7aamzulW8ZtvH8dzy7ew4OjCXvk+kWSg+mQJi1wCZdf+KvbsP8iY4bma2FGkHwlNqdNbyVnLz8pI8zN8UBY7ipr7jOVkpvIFdxF3EXGo3UrC/CkpfPtzRwGws6iKxqYgo4bmxLlUIhJLoWSqr0ZE+nw+0lObf3ouWzS5T75H5FCnGjTxmD5xCANz0ymtqAUIT1grIv1Db9acRfrmuUeGVxMYNSyXjbsOADBmWP+eSkGkPapBk1YiOwnn5aR3sKeIJBt/uOYs2Kufe/ThBXx6ijOl5udPaF6AvbAgu1e/RyRZqAZNWtlXWh1+XOt24hWR/iFUgxbs3fzMIzM9wCM/OoUdu8u1SolIO3RmSCujI/qdzTmirUUkRCRZhRK0pr7M0ICBAzJ6tG6wSH+hGjRp5Udf/hQfbigmNyvNM7JTRJJfeO3Nvs3PRKQTStCkFZ/Px8xJBfEuhojEQbiJM87lEOnv1MQpIiJh/kN8wXGRZKEETUREwnx9NM2GiHSPEjQREQnzK0ETSQhK0EREJKyvJqoVke5RgiYiImHqgyaSGJSgiYhIWCCgnwWRRKAzUUREwtJT/fEugoigBE1ERCKkpepnQSQR6EwUEZGwtIBq0EQSgRI0EREJUw2aSGLQmSgiImHqgyaSGJSgiYhImJo4RRKDEjQREQlTE6dIYtCZKCIiYWlq4hRJCErQREQkTH3QRBKDEjQREQlTE6dIYtCZKCIiYRokIJIYlKCJiEhYumrQRBKCzkQREQlLVQ2aSEIIxLsAIiKSOFIDKZw8exRjhufEuygi/ZoSNBER8bhw4aR4F0Gk34sqQTPGDAJuAzYBk4DF1tq9bex3G1AHZAB7rLV3udvHAjcCG4CxwPestZXGmBTgVqASGAM8YK19K5qyioiIiBwqou2DdiuwzFp7G/AMcEfLHYwxZwNTrLU3WWuvAy4yxhztvnwv8Adr7c+BT4Dr3e3nAwOstT91tz1ijFHHCBEREekXok3QTgdWuI/fdJ+3NAnYFvF8E3CiMSYVWAC828b7w59rrS0BaoCpUZZVRERE5JDQaROnMWYpMKyNl24ChgIV7vMDwEBjTMBa2xCx35vAeW6zpR+YAawFhgDV1tpgxPuHuo8jP7fla+0aODCLQAxGIBUU5Pb5dxxKFA8vxcNL8WimWHgpHl6Kh1d/j0enCZq19pT2XjPG7ANygTJgAFDaIjnDWrvcGHMnTkJXhlNjtg0oBjKNMT43SRsA7HPfFvrckMjX2lVaerCzXaJWUJBLUVFF5zv2E4qHl+LhpXg0Uyy8FA8vxcOrv8SjoyQ02ibO54G57uN57nOMMSnGmNHu4wxglbX2x9baXwGDgb9Za+uBV4BPtXx/5Oe6AxEygNVRllVERETkkBDtNBuLgduNMYcDE4Dvu9uPAh4FjgRygD8YY14BUoGfW2v3u/tdBdxkjPkPYDRwrbv9SWCmMeZH7vZLrLWNUZZVRERE5JDgCwaDne91iCgqqujzf6a/VLt2leLhpXh4KR7NFAsvxcNL8fDqL/EoKMj1tfealnoSERERSTBK0EREREQSjBI0ERERkQSTVH3QRERERJKBatBEREREEowSNBEREZEEowRNREREJMEoQRMRERFJMErQRERERBKMEjQRERGRBKMETURERCTBKEETERGJMWOMfn+lQzpApFPGmIJ4lyFRGGPGxLsMicQYUxjvMiQSY8wUY0xOvMuRKIwxk40x85SMOIwxRxpjfmeMybbWNsW7PPFkjBkd7zIkukC8C5BIjDGZwBLgn9ba54wxfmttY7zLFS9uPM4FTjfGrAX+bK1dF+dixYUxJhs4HbjYGLMOWGqtfTHOxYorY8wlwA3GmMXW2meMMSn99UfHGJMPLAaOB74KfBLfEsWXMSYLOA04Bfg7kA1UxLVQceQeH9cDxwD7gDHAmrgWKk7cG5gzgc8ZY7YBL/T3a2l7dFfjdSQwCrgTwFrbaIzxxbdI8WGMmQXcDWwBfgjMA2bEs0zxYoyZCtwHFAFXAoOBQve1fnd8RNSG+IGVOBfaHGttUz+Nx3TgBWAtcCywQTVGHAcUA1/DSUQajDEB6H/njDHmZMACu4DzcJL3fXEtVJwYYzKA64Ba4Bs415DBcS1UAuvvFxHAc8HIx7n73W+M+aG7rb/GqATYDCy31m4GXsdJYPujzUCRtfYVa+1uoBRodJOSfrWYrTHGF1FLNhR4Dadm5IvGmMH9LR6udcCrwNvA5Tg3NL83xpwfz0LFgzHG515PzwKCwBeAS4Bf4NQg0Q+PkRXAHdba31prSwAfsCjOZYqni4EN7rW0DBhvjBkX5zIlpP6afGCMGWeMudIYMyDigrHcWlsM/AS4xhgzxK1FS/o4RcQjz920G7g7IjbrcX6Ekr5PWuSxAWCtPQj82H3tOGAQMAV42BizIG4FjZGW54oxxm+MSQV2Ag8Dm4CrgGvd/ZO6hqSN46Ma+BdwDU7T9404tUbnGmOSvta55fHhXjM+AW4H3rPW3oRTw3iSMeaEeJY1Fto4PiqBX7uvpeBcS9e5z/vbuVIDPA7cYox5DEjDqUV7yBhzahyLmpCSPvFoizEmDaea9VycOz0gfCJhrV2Kk4z8zH0pK8ZFjKm24mGtrbHWlkXsNgV40xgzBbgw9qWMjQ6OjVAsPrTWXgr8COcim9TV8+0cG43W2nqcZu8vAgXAasBvjDk8mWtIOjg+lgK/sdZucTc9A1QBB2NdxlhqLx7AUpxrxmz3+evAO0B9TAsYYx0cH3Xu3yZgCHCy+7w/niuLgZuAjdba64FbgJeA3HiUM5H1ywQNJ2v/GFgGzA1Vr7aoKftP4ApjzIPAsNgXMaYi43FMy3i4nTrzcE6yPwC1SXzn196xEfp/s92/nwImA/+OeQljq714DAZ2AHtwmvTWAJ8HjkviYwPaiQeAtXaNMWai+7QQ5wenMvZFjKmW8Rjvbt8C3IzzQwwwDRiN0w8rmbV7/Yg4L54FKvtBy0y75wpO8n6Z+3guzvGR7NfSbvMFg0mbwIcZYybjZPHLgDXW2kpjjB+YDlztbvulu68PSMcZfbQI+KW11san5H2jO/Fw9z8LeAR4AHjAWrs6DsXuE908NjJxmvKOwqlhfdlauz0uBe8j3YzHQGttqdss/lngbWvthniVvS/04NpxMzAeeAVnNPiO+JS8b/Tg2vELoA6nJvFha+3OOBS7z3Q3Hu57zgGyrLX/HfMC96FuniuDgHuAGuAjnBkCkurY6A1Jm6C5nZmDxpirgQE4Hb2PB7KttZdF7HcNTvb+S2vtWndbABjgduhMClHGYx4wylr7ROxL3vuijMUkoMBauzz2Je8bPYjHr6y1a1q+P8bF7jNRHh+jgBHW2rdjX/K+EWU8UoA0t+9RUogmHskmmmuHcaZiGeYOQpM2JGUVq3snm+k+zce5k30Sp7r9PGPMf0Ts/hTOHd6dxphvGGPSrLUNyZacEV083kym5IyexyLdWrs+2ZIzuh+PJaFjA5KrH00vHB/bky05I7prR1OyJWdEEY/YlrZv9TAWd0ScKweVnHUs6RI0Y8xc4C6cA2EqTjY/BsBaux+nc/cdEW/x4/Qx+wB4JNSZM1koHs16IRa1sS1x34oiHh+SZMcG6PhoSdcOL8Wjmc6V2EiaJk63I/uPcYYwPwncj3MwlAHftNZOdvdLB/4GXG+tXWWMGQJkJGFfEcXDpVh4KR5eioeX4uGleDRTLGIrmWrQgjjzMi2z1pbizGX2aWvt3TizWH/H3W8wzmiRNQDW2uIkPWgUj2aKhZfi4aV4eCkeXopHM8UihpJpLc6DwNPWO6puhfv3RuBUY8wS4ACw0ib/GpuKRzPFwkvx8FI8vBQPL8WjmWIRQ0mToLkdlSMPmjE4a+OBMx/LrTgTam5228iTmuLRTLHwUjy8FA8vxcNL8WimWMRW0iRobTgMKDHGPI6zMOuL1tqtcS5TPCkezRQLL8XDS/HwUjy8FI9mikUfSppBApGMMcOB5cAq4EmbZBMCdpfi0Uyx8FI8vBQPL8XDS/Foplj0vWStQWvCmfX+Dg3nBRSPSIqFl+LhpXh4KR5eikczxaKPJWUNmoiIiMihLJmm2RARERFJCkrQRERERBKMEjQRERGRBKMETURERCTBKEETERERSTDJOs2GiEi7jDHzgJ8CR+As6jwQyAEetNY+3cl7LwNOsNZe1sfFFJF+TDVoItLvWGvfBB7GWZLmKmvtBcDlwI3GmO/Gt3QiIqpBExEBwFq72xhzHfAXY8xfgd8Bq4HBwHvW2nuNMZOALwGFxpi7gb9ba5caY64BDgeqgXzgu9bayvj8JyKSDJSgiYg0exfIBoYCd1prXwEwxnxsjHnWWrveGPMYThPnN93XTgLOtNYudJ//FLgOuCku/4GIJAUlaCIiraUAJxhjLgQOAoOACcCuNvZdBAwxxtzrPh8C7I5JKUUkaSlBExFp9imgCjgRmGmtPRPAGDMD8LfzHh+wwlp7tbuvD8iKQVlFJIlpkICICGCMGQ78AvgRTr+zEnd7CjAyYtcawG+M8RljLgX+ASwwxoRueM8GvhOzgotIUtJi6SLS7xhj5gK3ANOAp3Gm2cgDHrXW/tkYMxp4AlgP7AfOAj4GvgpkAn8BNgAvW2v/ZIz5DnAssB3IAL5nra2J7X8lIslECZqIiIhIglETp4iIiEiCUYImIiIikmCUoImIiIgkGCVoIiIiIglGCZqIiIhIglGCJiIiIpJglKCJiIiIJJj/Bw3gBwEqkhXvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rets['.SPX'].rolling(window=252).corr(\n",
    "                  rets['.VIX']).plot(figsize=(10, 6))  \n",
    "ax.axhline(rets.corr().iloc[0, 1], c='r');  \n",
    "# plt.savefig('../../images/ch08/fts_13.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## High Frequency Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from fxcmpy import fxcmpy_tick_data_reader as tdr\n",
    "# data = tdr('EURUSD', start='2018-6-25', end='2018-06-30')\n",
    "# data.get_data(start='2018-6-29',\n",
    "#               end='2018-06-30').to_csv('../../source/fxcm_eur_usd_tick_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "uuid": "946e1882-04bb-4809-869f-1e7dd8ad396a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 469 ms, sys: 78.6 ms, total: 547 ms\n",
      "Wall time: 532 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# data from FXCM Forex Capital Markets Ltd.\n",
    "tick = pd.read_csv('../../source/fxcm_eur_usd_tick_data.csv',\n",
    "                     index_col=0, parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "uuid": "1fce3fb2-c664-4f77-80dc-0e4907f86dac"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 461357 entries, 2018-06-29 00:00:00.082000 to 2018-06-29 20:59:00.607000\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   Bid     461357 non-null  float64\n",
      " 1   Ask     461357 non-null  float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 10.6 MB\n"
     ]
    }
   ],
   "source": [
    "tick.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "tick['Mid'] = tick.mean(axis=1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "uuid": "b0fa9c58-2087-4f99-a7f1-efeb490bb456"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tick['Mid'].plot(figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_14.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "uuid": "47a27b89-f6a1-4b3c-9944-8a6109642c72"
   },
   "outputs": [],
   "source": [
    "tick_resam = tick.resample(rule='5min', label='right').last()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "uuid": "47a27b89-f6a1-4b3c-9944-8a6109642c72"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Bid</th>\n",
       "      <th>Ask</th>\n",
       "      <th>Mid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:05:00</th>\n",
       "      <td>1.15649</td>\n",
       "      <td>1.15651</td>\n",
       "      <td>1.156500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:10:00</th>\n",
       "      <td>1.15671</td>\n",
       "      <td>1.15672</td>\n",
       "      <td>1.156715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:15:00</th>\n",
       "      <td>1.15725</td>\n",
       "      <td>1.15727</td>\n",
       "      <td>1.157260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:20:00</th>\n",
       "      <td>1.15720</td>\n",
       "      <td>1.15722</td>\n",
       "      <td>1.157210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-29 00:25:00</th>\n",
       "      <td>1.15711</td>\n",
       "      <td>1.15712</td>\n",
       "      <td>1.157115</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Bid      Ask       Mid\n",
       "2018-06-29 00:05:00  1.15649  1.15651  1.156500\n",
       "2018-06-29 00:10:00  1.15671  1.15672  1.156715\n",
       "2018-06-29 00:15:00  1.15725  1.15727  1.157260\n",
       "2018-06-29 00:20:00  1.15720  1.15722  1.157210\n",
       "2018-06-29 00:25:00  1.15711  1.15712  1.157115"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tick_resam.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "uuid": "7730056f-4ce8-4a23-853e-f5206eb86ea7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FYzfWG7Tp7thVjApcmJd1O3F+EBX4zXcfpD4+RsRuNfPzDzcn7rOnfv2Bm37O7cWLQwuaDyZm/fztk5eJxlTe/4ZdHN+jBUvnnGM38RXdus7BWS52TlBTkk1N6c7fdy6BmxBCiLSjZ9wAOgc2OHCLl/ySlUq32uFdxQCcd2qBmzcQ5sqNSaqKs5aUWo8oxRxuLqI4z059+foDml3VeeyqzuNi5wQvxpsPplwB/urxC0y6ArzzdfUcai4iP8dGU2Uuzv4ZXN7QLX6F6xMKR/ny022gwvsf2bWpr50qUioVQgiRduZn3DY6cNPXXeVlb7+REsV5GTRUOLjaPUXviJveUTeRqMpde0qX3NdgMPDxd+0HFYzG9a9+MhoN/Npb9/CnX36Nx5/rYGDMy8tXhgmGo7z93jredm994r5HlGI6B2c53z6+qTPUvvtyNyNTPt5wZxW7qnfeXtJkJOMmhBAi7egZt+wMC2MzfmaXyfRc6BhfkJ1LJhpbOGR2ehtn3ADedb/W5fnEiU5OX9M2LtzVsjRwAzAaDDcVtOkKc+188E0KoXCM584PYLeZ+MCjCo/dV7/gfkeUYgwG+MZPO3j+4uCmzHW7emOS/36tj5K8DH72/saUv95mkcBNCCFE2vHGgzF99ENnfCPBfN3DLv7+v67wvZPdyz5Pe/8MH/3rF3ju3EDiczPzhu9uR3vqCtjXUEBb7zTX+2ZoqsqlKC8jZa93rKWUX37zbn7pTQp/+dG7eehw5ZI1WUW5GXz0sX2YjUb+40dOvvR0W8quB7TmiP/z1FVMRiO/9rY92Kw3d2ZwO5LATQghRNrxxUulB5vigVuSBoWRSW1Q7bUVdm4+d26AaHxkh76bcy3NCVvt3Q82oYdOx5OUSTfa/QcreODQyp2wR3eX8GcfOkZtWQ6vXB2hvX9pML0R3L4Qf/ety/iDUX71Z3bTuMoYlZ1GAjchhBBpR8+47asvSMwRW2zCFQBgcNyb9NC8xx/mQsc4edlWDAb4P9+9yn+90EXPiJssuxmrZftmcapLsnnwjkqy7Gbu3F2y1ZeTUOCw8wvxJoGnXl4+03krfnp+kInZAG+9py7R0ZpOJHATQgiRdryBMDaLiUy7hZrSbHpG3AsWugNMzvoTH1/vW7q66dXWUSJRlTcereEX37gLbyDC06d68QYiS+aWbUe/8Mgu/uY37sORZOXWVmqqzGVfvVbKdSb5c79VZ66PYTYZeXOS7RHpQLpKhRBCpB1fIJLYt9lUmUf3sJueEfeCzsLJ2UDi4+t9MxxbdID/5cvDGA0G7t5bSm62jdxsGyajgfpyB9kZls35Qm6B0WDAaLr5xoNUeuy+eq52T/HUy938/vuTb5e4GYPjHoYmvNyxq3hdmyB2Esm4CSGESDveQIQsPXCr0s44dSxqUJhwBcmym7FZTbQtWpbeP+ahd9TNgcZCcuNn2Q41FbG/oXBHBG3bXWNlLvsaCrjeN0PviHvDnvfMdW3I79FtVB7eaBK4CSGESCuxmIo/GCHTrgVY+uDZ+efcVFVlyhWgKC8DpTqP0Snfgl2ap1u1MRr3xtdQiY2nL53X/6xvlaqqnLk+hsVsTDSlpCMJ3IQQQqQVX3zpuZ5xy8+xUZRrp3NwNjE/zOULE47EKHLY2V2jlermn3Nz9s1gMhrY17D+VVBibfY3FJJlN3O6dZRY7Nbnug2Oexme9HGgsRC7NT3LpCCBmxBCiDSjjwLRz7iBVi71BiKMTGkjQPTzbYW5dnbXaufe9HJpMBSld8RNbVkOtm3cObrTWcxGju4uYdYTom0DmhReuw3KpCCBmxBCiDSjjwLJss+dRWuu1M+5aeXSyfgokEKHnZqSHLIzLFzpmiSmqnQNzRKNqWmzImk7O75XG9dx+uqtlUv1MqnVbORg4/bv+L0VErgJIYRIK/oKq4UZNy0I08+56Rm3olw7RqOBw81FzHpDdA7MJgbD7qqSwC3VmqpyKXTYOdc+TnDRuJaVRGMx/uX7rZy8MgzAwLiX0SmtTJpOWxKSkcBNCCFEWtEXzM/PuFUWZZFhM9ER36AwEZ/hVphrB0gMqT3rHEtk5fRuVJE6RoOB43tLCYSiXOqcWPPjLrRPcOraCF9/tgNfIMKZ66MAHF1mJ2s6kcBNCCFEWkmWcTMaDTRW5DI65WPKFVhwxg2gpTafTJuZc85xuoZmqSzOkrEfm0Qvl55aR7lU3x3rD0Z47lw/Z9rGsFqMHGhI325SnQRuQggh0spcxm1hZ+HhXcUAvNo2yqQrgN1qIjM+pNVsMnKouYhpd5BQOCZl0k1UWZRFTWk2V7uncPuWrh5bbGDMg7N/hqaqXLLsZp4+1cvotJ+DjUVpXyYFCdyEEEKkmbmM28KM2dHdJZhNBl65MsKkK0Bhrh2DYW6zwJ3KXDdic7WUSTfT3XvLiMbUxADdlTx3Xsu2vfmuGh45Wk0oEgPSv5tUJ4GbEEKItLJcxi07w8LBxiIGJ7z4g1EKHfYFt++tz8cez9hIxm1zHWspxWCAU9eSl0sHxj186QetfPnpNk5dG6Eo187BxiLecKSKDJsZm8XE/sb0L5OC7CoVQgiRZpKNA9Hds6+Mc+3jwNz5Np3FbOId99UzOu2nYFFQJ1IrP8dGS20+rT3TjM34KcnLSNzmC0T4uycvJ0a4ALzhzmqMRgOZdgufeO9BolH1tpm5J4GbEEKItJKsOUG3v1HbNerxhylKEpy98VhNyq9PJHf33jJae6b5m29e5GBTEYebi2iuzuM/f+xk0hXgzcdreOBgBZGoSllhZuJxjRW3V1lbAjchhBBpxRsIY7OYMJuWngYym4wcbSnhxPlBiuZldcTWO7q7hCs3JrnQMcGPz/Tz4zP95GVbmfGEaKxw8M7XNST9O73dSOAmhBAirfgCkaTZNt1j99WTl23jUFN6T9jfaawWEx99bB+hcJT2gRlevTbKGecYmTYzv/b2vRK0xUngJoQQIq14AxEKHbZlb3dkWnnbPXWbd0FiXawWE/vqC9lXX8gvvlEhHI3JTL15JHATQgiRNmIxFX8wQqY9e6svRWwAm9WEjduj6WCtJO8ohBAibfiCekep5CVEepLATQghRNrwxWe4rXTGTYidTAI3IYQQaWOlGW5CpAMJ3IQQQqSNlWa4CZEOJHATWyKmqlt9CUKINBOJxnjx0hAAjizrFl+NEKkhgZvYdJc6J/j1L7xA74h7qy9FCJEmgqEo/+9/XebM9TEaKx3c1VK61ZckREpI4CY2Xfewi3Akxmtto1t9KUKINPHk851cvTHFgcZCfvd9h8mwSalUpKdVv7MVRSkDPgMcdDqdR5e5z3uAzwG/6XQ6fzDv88eBR4AY8BDwK06ns19RFAfwW4ALOAKccjqd/3SrX4zYGfTDw1duTPLuh5q2+GqEuH1EYzFMxvT7fd0bCPPylWEKHXb+57v2y4R9kdbW8ivJfcBTwKFkNyqKUg+MA/2LPu8Afs/pdP5s/L8fB6biN/818Dmn09mtKIoVaLi5yxc7kTferj8w7mXaHSQ/Z/kJ50KIjTHjCfInX3qN6pJsPvK2PeRmp8+/uxcvDREKx3j4vioJ2kTaW/U73Ol0fgtY9jCS0+nsdjqdJ5Lc9BbAoyjKJxRF+RPgDqfT6VUUxYCWhXu9oii/DfwBMHBzly92Ir3rC+DqjcktvBIhbh+nr43i8Ydp653mT//tDO39M1t9SRsiGovx03MDWC1GXnewfKsvR4iUS+UhgFrgLuDDQBQ4oSjKJNAK1AEdTqfzRUVRPgz8A/DLa3nS4uKclFys2DzBSCzxcfuQi3e9QdnCqxFia41N+QhFolSVpPZn2xnnGGaTgfc9ovD4j5185UfX+Zc/eiSlr7kZXrk8xKQryJvvrqOuumCrL0eIlEtl4OYCLjidzjCAoiingAeA0/HbX43//8vAp9b6pOPj0om40824gzgyLVgtJi5cH2NkdDYtz90IsRZ/9pUzjE/7+cL/vBebJTU7GQfGPXQPuTjcXMTrD1VwrWuCCx0TtHWOUZSbkZLX3Czff7ELgHv2lsr7g9h2UpFsuql3S0VRCuJn2FZyAi2zpqsF2p1Opx84xdy5tlqg/WauQ+xMXn+YrAwL+xoK8QUjdA/JD1txewqGovSNuvEFI1zoGE/Z65y+pnVw3723DAClOg8gLcqlfWMeinLtVBZlbfWlCLEpVg3cFEV5APgAUK4oyqcURckAPgl8LH67QVGUT6EFYO9VFOVRAKfTeR34qqIof6koymeBYeAb8af9MPA7iqL8IfCLwMc3+OsS25SqqvgCEbLsFvbXa2WNi50TW3xVQmyNvjE3+izqV66OpOQ1YqrK6dYRMmwmDjYVAqDU5APg7NvZgZsvEMHlDVFWmLnVlyLEplm1VOp0Ol8AXlj06d+fd7uKNi7kM0kem3TEh9PpbEUL3sRtJhCKElNVsuxm9tQXYLOaeK1tlHc90IDRYNjqyxNp7PS1EX56YZBff2zftulk7okPoTYaDFzrnmLWE9zwbs/OgVmmXEHuO1COxayVYqtLssmwmXDu8Izb6LQPgLJ8CdzE7UMOFolN5fVro0Ay7RZsFhN37ipmYjZA58DsFl+ZSKUnTnTy4zP9q98xhV6+MkznwCz/8O3LhCPRLb0WXc+wFrg9dLgSVYXTrWsbSn3OOcbH/+YFhie9q963b1R7jb11cwf3jUYDzVV5jE37mXYHb+LKt4fRKS1wKy2QwE3cPiRwE5tKH76blaEle4/v087cnL6WmjKR2HrhSIwfvdrHd166QXheR/FmUlU1sWKte9jNf/zIiboN9uX2jrqxW0287d46TEYDp9ZYLj19bRR/MMqVrtXH6Ux7tMCs0GFf8Pl0OOc2Eg/cyiRwE7cRCdzEptKH72bbLQC01OSTm23lzPUxItGteVMXqaUHDsFQlLbe6S25hsnZAN5AhENNRdSV5XDy6gjXuqdWf2AKBUIRhie91JTm4MiycqCxkL4xD86+lf+MYqrK9fh9bgy7Vn0dPaO2uDy8q0YL3HZyuXR02g9AacHO7owVYj0kcBObSs+4Zdq1jJvRaOCullK8gciasgdi55maDSQ+vpjCzsmV6GfJmqty+Zm76wAYnFi9zLjRwpEY33u5m4kZP32jHlQV6sq0cQFvOV4LwOPPdRCLLZ8NHBz3Jv4ddQ2uIXBzBTEAudnWBZ+vLc3BZjGtGihuZyOTPixmIwWLsolCpDMJ3MSm0s+4ZWVYEp/TRxR8/5UeZj0Lz9sMjnv49L+fTZS5xM4z6ZoL3C50TBDbghJlb/ycV21ZDnnxAGbWE0r5617oGOeHp3sTZdnz7eN89+Vu/vG7V7kx5EpcE0BjZS537y2jb9TDS5eHln3O6/GspdlkYNIVYNa78tcx7QniyLIuWQVlNhlpqHAwPOnDH4ws8+jtS1VVRqZ9lOZnSGOTuK1I4CY2lV4qzbLPBW41pdkcaymhZ8TNn/7bmUQ5TVVVvv5sB93DLk5c2JitaOFIlGdO9yauQ6TeVDxwy8+xMesN0T3sIhZTmfFs3qF4PeNWU5qTyDzNeFP7+j8528/f/9cVvvV8V6Kkp5cle0fcfP+VbmAu4wbwcw82YrOY+K8XbuCb9z06Nu1L/DnqZdJ74udDbwwt39ijquqK+4ALHNrn3b7UB7EbbdYbIhiKSmOCuO1I4CY21eLmBACDwcD/ePte3vv6Jrz+MH/zxEWu905ztXsqEcRd6pxMZGoGxj2cvDLMySvD6z5Y/VrbGE8+38Uzp/s26CsSq5l0aQHS6++oBOC5cwN89qvn+J1/PJnIHqWS3phQlGsnO8NCbpYWrKQy4/a9l7t5/NmORCZIP0/X3j+DzWIiN9uKPxjFbjUtCDzyc2y85XgNHn+Y166PJa7/81+/wJ995QyzniDt/TMU5do5ursUIJG5S8YbiBCOxJYN3HIytSDW7d95v8iMSmOCuE1J4CY2VaJUOi/jBlrw9uixGn7rPQdRVfj7b1/h6z9pxwA0VjqY9YboHXETCEX4/NfO86Wn2/jS02385dcv4FpHtkAvuaZySr1YSM8Uve5gBVazkdPXRukedqGq8O2XbqS8u3PKFcTjDycyWxazkewMS8oyfqNTPp56uZuiXDu/8x14amsAACAASURBVL5DgBa4uXwhhia8NFU6+KVHdwNatm1xmW9fgzYkd3BMO4M36w0x7Q7i8oX5wjcv4g1E2F2TT3259vWsFLjNz3YmkxM/suD27YzAbWzGz2/9/cu8cHEw0VFaKjPcxG1GAjexqRIZN3vy2c976wr40M+04A9GGJ32c+/+ch49WgPAxY4JXr48jDcQ4e69ZRxqKiKmqonfvNeib8wDwPCkL/GDX6TWlDtIlt2MI9PK3fvKyM6w8NHH9nKoqYjOgVlae1KbddPLpLXzSpK52VZmUpRx+9FrfahoZc+W2nxKCzJp65umLf517qrJ51BzER9/5z5+4Y3KkseXx7cADE5o36uD41oAZzIaGIh/rNTkkWm3UF6YyY146TkZPThdLnDLjgdunh0SuL18eQiXN8QTJzpp79dKxJJxE7cbCdzEptLP7WQuE7gBHN9bxi88sovGCgfvvL+BvfUFmE0GLnSM8+Mz/VjMRt73cBMH4ut7xuLnh1ajqir9Y3NNDpJ1Sz1VVZl0BRJdfx94VOHv/q/7ONZSymP31QPw1MvdKcm6Tcz4mZwN0Du6sAkAIC/Lij8YIRTe2EG8s54gJ6+MUJKXwZ1KCQD76goIhqI882ovMDc/7YhSknS/pt1qpijXzlC861Xvfn3PQ02JQGt3fGVVQ4WDYCjK0DKDeKfio0AKcpJ3XeqlUs8OKJWqqprYueoPRjkVn/0oo0DE7WbVlVdCbCSPP0KGzYTJuPLvDA8fqeLhI1WJ/1Zq8hPnhB46XElOppXSPO0H9ugaA7eJ2QD+YJQ9dfm09U5zoWOCN99Ve5NfiVgLXzBCMBRNDH+dXxasLcvhcHMRFzomaO2dXjDZ/1b5gxH++MuvEQxFMRm116wtnRe4xddKzXhDlORt3Bv/T84OEInGePSuGozx191bX8Bz5wfoG/VgMRupL3es+jwVRVlc7prE7QsxFM+8tdTls6s6j+EpL4W52p9nQ0UuJ6+McGPIRVVx9pLnmY6fL8xbLuOWGS+V+rd/c0Ln4CwTswGO7yllYNzDwLiXLLs5EcwKcbuQjJvYVN5AeMn5trU41FQEgAF449FqAIrztTfc8Zm1BW59o9ob4N66Aporc+kamF11lIK4NZPxGW569+JienDeusHDcAcnvARDUQocNsxmI40VjkR2CUjsA53ZwHVPgVCEExcGcWRauDfe8QlaWVMPHhsrHFjMq//Y1TNxQxNeBse9mIwGygoyqS3L4fieuefeVZULsOwwYX34cUEanHE7Fc+23bO/jJ9/wy4AygozMcgoEHGbkYyb2FS+QOSmzqQcairimz/t4FBzcaILryDHjtlkYGx6bWfV9DJpdWk2BoOB9oFZLnVOcP/BinVfj1ibKVfydUu6iniAstZy91oNjGtB+mP31XPvvnIWv7frI0E2MnC/3juDPxjh9XfXYrWYEp/PsJlprMylvX+GXfEy6Wr0P5eBcS9Dk15KCzKXzGHT71ecZ+fKjUki0diS++hbE1bLuG33M26RaIwzbaPkZllpqc3HZDTya2/bQ0m+lEnF7UcybiLl/MEI/qA2liAYji4YBbJWhbl2Pv2hu/jQW1oSnzMaDRTlZqz5TV/PuFWX5HDHLi2Dd75dzrmlkj58d7nJ9rlZVmxWE6NrDL7XSj/QX1WcjdFoWJKVSZRKN7CzVJ+vtidJyfeIUowBONBYtKbnqizWArdr3VP4g9FEILeYwWDgUFMxgVAUZ9/S0TjT8cYQ27xAcr5MmxmjwbCtz7ipqsqzZwfwBiLctac0cczi7r1lNFbkbvHVCbH5JHATKfdXj1/gC9+8OK8x4ebOpJQWZGKzLnwDKsnPwBuIrOmNp2/MTW62ldwsKyX5mdSUZnOteyoxjPdHr/bxZ185s+EH1m9n+jiK5TJuBoOB0jwt+N7IBoXBeMatojB5wJObtfHbE9p6pzGbjDRVLj3D9vCRKj7/63fTULH6+TaA8sIsDMDVbm0NXLImBt2hZi0YvNgxseS2lYbvgvbnn51p2bZz3KbdQb7wzYs8caITu9XEA4ckOy6EBG4i5YYnfdwYctEffzPNXqGjdL30g+WrnXPz+MNMuYLUlMwdUD+6u4RoTOW8cxx/MML3X+mmZ8SdyMyJWzeXcVs+eCjJzyAUiW3oeI7BCS/FefYlgb5OLx0uXrF2szz+MP1jHpoqHVjMS1/TaNCyw2tls5goyrMTiWrB7EqBW3NVLpk2Mxc7xxcEv3qmO3+ZjlJdToYFzzbdnPDEiU5ae6Y50FjIpz90F+XLBOJC3E4kcBMpFYlq5VGAM23aJPisDewC08+4rFYu7R/VVx7Ndd4dbdEmz792fYyTV4bxB7Xr1Pdails35QpiNBgSpclk9DOL65nHt1gspiayey5vCLcvTGXR0i5LXV4843YrpdLLXZP843eu4AtEEovad9fm3/TzLTb/+vXSaTJmk5EDjYVMuoL0j8390jE3w8263EMByMm04A1EiMZit3jFG29g3IPdauI3f+5AopNWiNudNCeIlPLNW16tnydbaYbbepXEp6av1qDQGl+tVF0y92ZYkpdBXVkObT3TjEz6MAAqyEL7WxSLqbT2TrGrKo9JV4D8HFtiNEYyieB7xn/Tgc+JC4N8/dl2/vAXjhCOaAH4SsGO1WIiw2Zm5haaE05fG+Gcc5yCHHsi6NHnq22EiqIsLnZOYDYZVj2Ef6i5iNOto3zzp52U5GdQU5qTeMxqGTd9nIbXH8GRtXKQt5lUVWV82k9ZgXSOCjGfBG4ipfyBucBtbmtCCjJu8VJpLKYuCBLCkSiPP9fJ8xcGybCZEsNPdcdaSukZcTPpCnDPvjLOXh9LZNxiqsoLF4c42Fi47OF6sdSJC4N87SftVBRlMeMJ0ly58gFyfWXRejJu33nxBnk5Nh46rO0/7RiYQVXh+YuDiUG7KwVuAHnZ1ls646avWnvu3ADZmRasFuOaz7CthV4eLSvIXHXu4b76QmxWE22904n9vvovKSudcQPI1veV+kLbKnCb8YQIRWLSOSrEIhK4iZTyzgvcdBsZuBXl2jEYtFJp74ibv/jaeWpKs/mZu+uYdgd4+lQvE7MBqoqz+dg79yXmd+nu3F3MEyc6AW0+3Oi0j55hN+FIlCs3pvjqfzsZP1bDe17ftGHXnO4ud2kH6vXJ/wWrlLhK11ju1nkDYb7/Sg952dZE4KZvFzh7fYxIVMt+Va1QKgWts3R40kc4ElvTbLXFXN4wBrQA3+UNxTd8bNzpEz3wTDZYd7FMu5lPf+gYLm8YoxH++XutibLpcjPcdPost+3WWaqfWy2WwE2IBSRwEynlC2pvBuWFmQxPahmV7JsYB7Ics8lIocPO6LSfr/7YSTAcpWNglr998lLi9kfurOZnH2hYMFtLV5SbEZ/jplJTmkNtaQ5dgy4Gxr2cc2ql3Sl3YMOuN92FIzGc/dOUF2byvoebefJEV2J48nIc6xwJ0h1fqj7jCeHyhciymxmJf2+FIjHOtI1pA2sLV54XODfLLbiuxgGd2xeiOD+DquJszrePs7tmbTPa1qq6JJtffvNulDU+b1FuRuLr+L2fP8znv36esWk/xatshkhsT9hms9z0QH4jN1sIkQ4kcBMp5Ytn3O5USvj+Kz3AzY8DWU5JfgatPdO4vCGOtZTwluO1PHdugKwMC4/cWb1qqeiX37w78bG+FqlrUBvOC9phd7E2XYOzhMIx9tQVsL+hkP0Nhas+Rh8JMjLlI6aqC9ZiJX2NeOAG0D/moSDHRjSm0lKbz/XeaVRYdmDtfHlZemdpaN2BW0xVcfvCFOdn8IFHFUryMnjgUOW6nmM1BoPhpodD5+fY+F8fOELvqDvR/LGc7ZpxG5vRgnEJ3IRYSAI3kVJ64FZWmElVcTYD4x6yNrA5AbQf7K1MY7OYeM9DTRQ47PzKvEG966Gfj3r23ECisULWYq3dtR5t9dJ6946WFGTSN+Zh1hNaNdDuGppNfNw/6iEQ/3va11CA0WjgWvfUiuMzdHrG7WbGkHj9YWKqiiNTmwu4HUvpOZlW9tWvHjjPZdy21/d5IuOWv/5NK0KkMwncRErpwU+mzcw7XlfPtZ6pVd+Y16syfgbo7ffV3XITQUVRVnyNlvamYTIaNnRIa7pr7ZnCZDSsubyn08+5jU75Vvz+iKkq3UMubFYTwVCU/jE3Ib2LtCiLotwMrnVPUVees+xz6PQRJbPe9Y8EccXLio7Mnb/gPCcj3pywzTJu4zN+zCbDhv+8EGKnk8BNpJS+lSDLbqGpKpc7dhVv+Gvcf7Cc0oKMpKuG1stsMlJZnE3viJucTAtVxdm09U4TjkSTDlYVczz+MD3Dbpqrcsmwre9Hy1pHgoxO+fAGIhzfU8qFzgn6xjxEY9rQ2YrCLApz7fzu+w7RtEonK2hdpXBzs9zc8Szs/MX1O1VO5jYtlU77KcrNWHGUjBC3IxnAK1JKHweSscHl0fksZhP76gtXPRu1Vvo5t8PNxfOyMpJ1W41+vmxP/foD6LWOBLkRP9/WWJlLdXE2wxM+ekfc2CwmCnLtGAwG9tQVJG1EWUw/tN89vP65ffookO00PuNm6XPctlNzgjcQxhuIyCgQIZKQwE2klF4q3ehzbam0v0ELAu/dXzav81ACt8VUVV2wYknfq7ne822gzSoDuN43s+LO0q5E4OagujSbmKoyOu2noihz3YF7gcNOQ4WD1p6pdWfd9CAnJw1KpVaLCZvFhGcbBW7SUSrE8iRwEymlz3HLXGfpbCsdUYr5p0/cT3NVXmIZuUvOuS0QjsT4g//vFE+e6AK0wccXOyZwZFqoL1//EFpHlpUju4rpHnZx6trIsve7MTiLxWykqjh7wRaM5ZbJr+buvWWoKpy+Nrqux+mdxo40KJWClnXz+Oe+x2OqypPPd3L2+tiWXI/McBNieRK4iZTyBSKYTYabGnC6lfRSmx643cpqpHQ04wkyMRvgpxcG8AcjdAzM4PKFObyr+KbPJL3v4WasZiNP/LQTX2Au+9M97OLvnrzE3z55if5xD3VlOZhNRmpK5hoQKlbZkrCcYy0lmIyGFYPFZNKpVApaZ+n85oSfnOnnmdN9fPOnnYkM6IuXhvjkF09tylm40XjGrVQCNyGW2FnvpmLH8QUjZNotO3bXoB64zd7CMvJ0pL95h8Ixzl4f41x8D+2RW2g+Kcy189Z76nD5wnztJ+34AmE6Bmb4q8cvcKlrkstdk6gqHGjURlxUFmehf1vdbMYtJ9PKgcZC+sc8Cxa0ryaRcUuTwC0nw0IoHCMYjjI47uG/XrgBwKQrQN+oB1VVeebVPsam/YmVWqk0Hg/cVhseLMTtaOfUr8SO5AuEN3TF1WZzxJsTFg/hdXlDtPZOcVdL6Y4NSm/F/IPsL10ZZsoVIMNmvukl8bpHj9Vw6toIp66Ncr59AhWVaFTlo4/t5UBjIaFILDEw1mYxUVagbeRYy9y25dyzr4wLHROcujpC9Rrnsbl9YYwGA5k76OzmSvSzeqNTPr78wzYi0Rj37ivj5NURzrePo6ImGkc6B2Y5urskpdczNuPHADe10UKIdCcZN5EyqqriC0R2VGPCYomM26LA7Yene/nn77XSOTib7GFpTz8PZTBob+RTriCHmgpveVenxWzkjz5whHc/2Eh2hplYDD72jn0caynFbjXjyLQuCJQfPFTJEaV41X2oKznQWESmzcyrbaPEVmiMmM/lC5GTadmwTuatlh2f5faZ/zhL36iH+w6U8wtv3IXZZOR8x/iCM4DzByCngqqqjEx6KXDYd9wRCyE2w859RxXbXigcIxpTUzoKJNWy7GZtCO+iwG1gXCur9Yy4aa7a2B2VO4HegXhEKUkcYL9j18ZkYbLsFt58vJY3HqsmGIquuCLtkaPVPHK0+pZez2I2cri5iJNXR+gectG4zAy41p4pivIyKMnLwO0LUehIn2xQgUPLLNssJn72gToePlKF2WRkb10+l7ommXIFybKbKXDY6R1xp3Su4fCkD5cvzLGWW8veCpGu5NcZkTLztybsVAaDgdxs65LtCcPxpeb9o2s/F7UWqqrS2jNFJBrb0OfdaPpB9gcOVpBhM2O1GNnXcOsDkOczGY0bvtd2OUfipb9zzvGkt7t9If6fb17i35+5TjgSxR+M4sjauUcAFnvgUAX/4+17+fxH7+bRYzWJzKk+MNsfjHBEKUGpySMaU+kZWf/su7XSz9BtxEBtIdKRBG4iZXzztibsZLlZNma9oUR3nT8YYdqtNSv0jW3sG1hr7zR//Y2LnLwyvKHPu9H0M24FDhu/8a79/Ma7DmBbw9Db7WpvXQF2q4mzzrGkc+R6R93EVJXOwVmm4n/36TIKBMBuNXPXntIlgfLB5qJEA8jxPaWJjRS3ckSgc3CWix0Ty97eGt9323KL5yWFSFcSuImUScxw28GlUtDOuUWiMfzxDOLIvOn+QxPeDc2O6YNHJ2YDG/acqaB3leZkWtldm8/em9iWsJ1YzEYONRUxMRugd3RpMN4Xz6yGIzGudGmDhtOlo3Qljkwrd+wqpqo4i13VeTRWaIFb16Drpp/z337Yxj9+5wqhcHTJbdFYjOt9MxTl2qWjVIhlSOAmUiZRKt3pgdui7QnDk15A22saiaqMTK68pmk99LEj3m22N3Ixjy+EwbCzy+CLHVG0cunZ60vLpX3zgjm9nJoOWxPW4mPv2Mf//tVjGI0GChw28nNsdA7Oak0EUz6CSQKw5fgCEYYnfURjatIAuXfEgz8YYU+dZNuEWI4EbiJl/Dtwa0IyiSG8Hj1w0wK1g03aPLGbKZeOTvuSrtFyxUuQ223h92JuvzbmJZ0WgO9rKMBqMSYtl/aOuBMdju39M0B6lUpXYjAYEt2zBoOBxgoHLm+Iz/3nef7on0/z1Evda36u3pG5TJ2+d3a+tl6tTCrn24RYngRuImW88TNum3XAPFXmRoJo2TA9w3aspRRgXYNbQSu3fforZ/niU1eX3KbPi9vugZvHH067jJPNYmJPbQFj0/5EkA7amcbRaT+NFQ6K8+zoIV3ObVAqTWbxObeBibV//89vauhKEri19miNCbc6D1CIdCaBm0iZdCmVOrLiQ3jjb+ZDk14ybCb2xc919a2zs7RnxIUvGKFryLXkfJweHG7nwC2mqnj8YbIz0itwA6gt09ZozQ/G9Y9rSnPYVT03+uV2ybgtdt+Bch65s5rffd8hbFbTko7rlXQPa8GaxWyke9E8uHAkSufgLFXF2bftn60Qa7Fq4KYoSpmiKP+qKMqZFe7zHkVRuhRFeeuizx9XFOWPFUX5X4qiPKsoSvWi2/9VUZSzN3/5YiWRaIwfvNKz4HzOZvKlS6l03hm3SDTG2LSf8sIsMmxmSvIy6B/zJO1EXI5eagtHYgxNeBfcthMybr5ABFUlLQM3fXF9/7zyt/7vp7Y0h11V8wO39Pv61yLTbuHn39DMnroC8rKsK66D8wXC/N2TlxLf8z0jbrIzLOytK2DSFWRm3mN7RtyEIzF219x+cxGFWI+1ZNzuA54Ckh5mURSlHhgH+hd93gH8ntPp/LTT6fws8BFgat7tvwgsfNcSG6pzYJZvv3iDT//7WX54updYbO3BxUbQA7edvDkBFm5PmJgNEI2plBdkAtobvccfZnDcy4uXhhJrgVbS3j+XaVg8D8vlnTvjtp5gcDO54wvW061UCvMDt7mMm55RrSnNXpBxu11LpfPlZttw+8LLdlZfuTHFpa5JnjjRicun/fupK8+hocIBLDznpn/cUOlI/YULsYOtGrg5nc5vAcumbJxOZ7fT6TyR5Ka3AB5FUT6hKMqfAHc4nU4vgKIoLcAe4Ds3d9liLfSsTTSm8q3nu3j8uY5Nff25UunOfoPXxz4MT/oSGbLy+G7M6lLtjf5Pv/waX3nmOl955vqKzxWLqXQOziQOuvcMz71xBUKRRIdeJKquq1tvM+nfV/qapHRSmGvHbjUtCty0xoSywkxK8jPIzbKSYTPt6Ll1GyUv24rK0l2+up54M8KNIRcnzg8CUF/mSARu89dn6Wfe9JEjQojkUpkKqQXuAj4MRIETiqJMAq8Cf4CWgbtnvU9aXJyzkdeY1ozxeVO/9tg+nnyug4udE/zW+49s2uuHo1rGqKYyD9Mt7rDcageairjcOcGTz3cBoNQXUlycw/EDlXz3pW5KCjIxGgy0D8yA2UxxfvIZVDcGZ/EHozx4pIqTl4bon/AmvqeHF5VNrRk2iuOZve2kK56BKivOTst/j/UVuTh7p8jNy8Rg0M40NlTmUlaqBRSfeP8R/KFIWn7t61VenANtYxgs5qR/HoPzRuU8faoXgINKCfubijB88yID477E43pH3eRmW2lpKl6wj1YIsVAqAzcXcMHpdIYBFEU5BTwAZAHTwCeABqBMUZRPAl92Op1jqz3p+PjWnNfaiUbi+zQzLUbqy3O40DGBs2ucAsfNL+Rej1l3ALvVxNTUzq+If+gtu/nzr55LlEIzzQbGx92U5Fj5wsfvJTfLyouXhviP/3byo5M3eNNdNUmf59XL8axDaTZ9Jdn0DLkYGp7BYjbRPTCz4L59g9MYo9sv6zYYz6IYYrG0/PdYVpBBWw9cuj4CaNnPioLMxNdaXagF5en4ta+XNZ507BmYJj9j4dtJTFXp6J+hvFD7pWYw/otJfqYFrztARWEW7X3TjI66cPlCjE/7OdhYyMQ6ulSF2O5S8QveTaVBFEUpiJ9hW8kJoG7ef9cC7U6n8wdOp/O3nU7nXwBfB0acTudfrCVoE+ujj+PIyrAkPVOSar5gZMd3lOpyMq389nsP4ci0YLeaFkx1z8+xYTQauHN3CSajgdOtI8s+T/uAVhraVZ1HXVkO0ZjKwLj2hqaXm/RD/9u1QWGuVLqzS+DLSZxzG/Vw+tooIOMplpMX77hO1lk6OuUjGIpSX+7g4TurtPtnW8nP0R7TUOEgGNY6SefOt0mZVIjVrKWr9AHgA0C5oiifUhQlA/gk8LH47QZFUT6FFpi9V1GURwGcTud14KuKovyloiifBYaBb8x73jvnPe8nN/jrEoDXP9ccoJ8b2czAzRuIkGlLnzf3krwM/uSXj/KHv3gksYR7vuwMC/vqC+gb9SzpFgVtgXxH/wy52VZK8jKoL9eCaX1Egh64VcbPz3l82zRwi19Xdho2J8Bc4NY15OLklWEcmZbEsnWxkN5xPZOks7RnWMtI1pXlcPfeMkryMzg878/xnn1lAPzo1b65wK1CGhOEWM2q6RCn0/kC8MKiT//+vNtV4DPx/y1+7D+t8LxngQ+t+UrFunnnLXnPz7FhMMCNoZtfDr0eMVUlkEYZN12Bw07BCu8td+0t5VLXJK+2jvLO+xsW3DY+42fWG+Lo7hIMBgN18Zlh+hucvkmhoigLZ//Mts24uf16V2n6NScAVBVlYwBOXhkmGlN56z21SQN1AXnZ8YxbkuaE7nhJva7Mgc1i4s8/cjyxgQG0rHNjpYOLnRMMjHswoDUuCCFWJj+N0phv3pJ3u9VMZVE2PSNuorGNW4q+nEAwgsrOn+G2XoebirFZTDzzah//9sO2xLkegN74oX4901ZemIXNYkp03rnmBW6wfUul7njGLSdNS6U2q4mS/AyiMRWDAR44WLnVl7Rt5ekZN3eSjNuIG4NhrvPauKjhwGAw8Ja7agGYmA1QXpSVdr/oCZEKErilMa8/jM1qSmQLGiochCIxBsZS3yzw7LkBAPIdtpS/1nZis5r48FtbyM+x8tLlYT77H2cTAZg+YkIvxRmNBmpLsxmc8OIPRhJZi8ptHrh5/GFMRgN2a/qOw9D/jg41FVGYuznNPDtRhs2MxWxkZlHGLRZT6Rt1U1mUteLYlIPNRZQXap3TUiYVYm0kcEtj3kBkwfDbRr1BYTi159xevjzMd1/qptBh52331KX0tbajI0oJn/vI3bzhSBWBUJQufadjPHCrigcFAE1VeaiqNs/K5Q1hMhooiY8S2baBmy9MdqYlrUc2NMcH7b7hSNUWX8n2ZjAYyE2yPWF40ksoHEusEFuO0WDgrfGfEXukAUSINZHALY15A2Gy5g2/TXSWDqbmnJs/GOHbL97g3390nSy7mU+892DiDMztxmg0sK+hEJhrPhgY9+DItCQ2MQDsqtaaRjr6Z5n1hnBkWRNnx7Zr4Ob2h9O2TKp7/R2V/MVH76alrmCrL2Xby8u24fKGF2xm6U40JqyeRbt7bxl//pHj3LWnNGXXKEQ6kQMFaSoSjREIRRdk3MqLssiwmRITyjfSte4pvvi9a3j8YXKzrHz8nfspL8za8NfZSerLtWzDjWEX/mCEidkALYuyCo2VuRiAjoEZXL4Q5QVZWMxGbBbTtgzcItEY/mCE7Izs1e+8g5mMRkrykg9RFgvlZVuJqSru+L99gMtdEwALVoStpGwbDpoWYruSwC1N6eum5mfcjAYDzVV5XO6aZHTaR2n+xvyw9AUi/OsPWgmEorzr/gYeubMaWxqff1qrnEwrxXl2eobdDIwvPN+my7JbqCzOonNwlkhUTazXys6w4N2GgZt+Tdlp2lEq1i83nlWfcQfJzbISCEW43DVJWUEmVcW39y9vQqSClErT1PyO0vmO7i4B4LU2bd5xOBLlxUtDC/Zidg7MJsp7a/HtF7uY9YZ42z21vPWeOgna5qkvd+Dxh7nQoWUgqoqXZqqaq/OIxNeD5c4L3NzbMHDTryndS6Vi7fTO0lmvds7tUuckoUgsMfZGCLGxJHBLU3pmJGvRG+zh5mLMJgOvtWkT4b93soevPHOdn57XukAj0Rh/8+RF/vl719b0Ovry6PLCTN4Ub+0Xc/TRH69cGQaWZtwAmqvmpsUnMm6ZFkLhGOHI9lp5lRi+K4GbiMuNb0+YiW9P0H+2HGsp2bJrEiKdSeCWpryBua0J82XazexvKGRw3Mu17il+cqYfgKs3pgAtC9lwFAAAIABJREFUEPMHo4zPBIhEV5/39p0Xu1CBDz6qYDHLt9NieuDm8oUxGKCiaGl5elfV3Dmg+aVSAE98+8V2MTEbACAv5/ZsOhFLJTJuniD+YIQrN6aoLMqiMkl2WQhx6+SdNk3N35qwmN699U/fvUooEsNkNNAxMEsoHOVatxbAxVSVqSRDNRfrHfVQmp+BUiOt/MnUluagV4vKCjKxmJeWkQscdgod2qywRKk0/vfm9i2dSL+Vhia1GYD6rDkh9M7xGW+Iix0TRKKxxJEMIcTGk8AtTeln3BaXSgEONhZhs5jwByOUFmTy0B2VRKIx2gdmaO2ZStxvfMa/4mt4/GE8/rB0hK3AZjUlgpxk59t0zfGxIPNLpcC2a1DQd7BWSOAm4vR9pdd7p3niRCcAR6VMKkTKSOCWpvQ3/GQrZGxWE4ebiwB41/0NHGjU5o2dvT6+YDjv+PTKgdvIpA+AskIJ3Fail0urkpxv073pWA0PHqpInHdLlEoDayuVnrwyTNu8oDtVhia8ODItcsZNJGRnWDAZDQxP+vD4w7zv4ebbfhSQEKkk40DSlH7GLTtJqRTgvQ83c+fuEg43FxGOxDCbjLx8eRhVhZbafNp6p1fNuA3Hy2aScVvZgcYiXro8vGSG23w1pTl88E27E/+dCNzWUCq93jvNl55uo9Bh5y9//e6UdfIFQ1EmZwMoNWubzSVuDwaDgV3Vebh9YT781hZqSlfeliCEuDUSuKUp/Yzbckubc7Os3LGrGACrxURzVS5tvdMAPHi4ck2B28hUPOMmgduKjijF/MNv3b+uBdpzzQkrl0oj0Rj/+ZN2ACZdAUamfCnLdgxPeVGRMqlY6nfedwgDyPgPITaBlErTyJPPd/J7//QKoXB0bhzIMhm3xfbWa6t97PEyqsVsZHwmsOJjEoGblEVWtZ6gDeYCt9VmuT17doChCS+FDu2A+JUbqSuXyvk2sRyjwSBBmxCbRAK3NHKla4pJV4C+MQ/eYASDAey2tQ3D3RcP3Fpq8zGbjBTl2teUccuwmXFkynmnjbaWjJvbF+Kpk91k2c385s8dBODqjcmUXdPQhBaoV0igLoQQW0YCtzQRjcUSGbCeYRdev7Zg3rjG34JrSnP46GN7+fmHmwEozsvAF4wkSq7JXm9s2k9ZQab8pp0CeTlWzCYjw/FgKZmrN6YIhqK86a4aqkqyqSrOxtk/Q2jeFoyxGT9//K+v4uybvuVrkoybEEJsPQnc0sTEvIG5vSNufIHIustzx1pKKYov1tYXbC+XdZuYCRCNqZRLR2lKmIxGqkuyGBj3LDsIubVXK4vuq9e6gvc3FBCOxHD2zyTu82rrKIMTXv77tf5bvqahSS/ZGRZyJMMqhBBbRgK3NKEPRgXoHnHjDYTXfL4tmeJE4Jb8nNuwNCakXG1pDtGYmsh0zaeqKm2902RnWKgu1caM7GvQArgr88ql+oiQKzcmV210WEkoHGV8xk9FUZZkWIUQYgtJ4JYm9Dd3k9HA8ISXSFRdsu5qPYpXybglZrhJ4JYy+liF3hH3kttGp/1MuYLsrs1PlMObq3KxWUxcuTGFqqqEwlE6B7W5fNGYylnn2E1fy8iUD1WVMqkQQmw1CdzShH5wfH9DIWr8c8m2JqxVcZ62gmnZwG1Khu+mWm1ZPHAb1QK3WU8wkUHT/3/PvNlwZpORfQ0FjE75uDHkomNwdsH6oVevjd70tSTOt8nftxBCbCkJ3NLE0KQXs8m4YEfges+4zVc0L+N28sowf/ylV7nQMZ64fWTKhwEozc+46dcQK6sqzsJoMNA36gHg3565zl994yKvto7SGp+511K3cKjvQ4crAXju/ABtPdp97t1fzq7qPNr7Z5hyrTziZTndw1rwKBk3IYTYWjKANw3EVJXhSS9lBZk0VDgSn7+VM242i4ncLCsdA7P/f3v3Hl9nXeB5/HOStEnTpve0TW/pDX69UFrkWkELg6BS1BVUGJXV8TK67ipeUNmBcXBgxNFxlXG8zM5rXussrqCDrrg4u8BolYvIRQpYSn9taUvTG703bZrmcs7ZP85JmtKkOS0JydPn8369eDXnec5z+nt+SXm++V1ZVQwA3/7pH3n7hTOYPH44W3YeZNyoqm43TVffGFJRzuTx1WzacYA9jYc7x679y/9bTSYD40ZWdk4i6TCvfgx146p58oUdjB9VRXlZhtOnjWJP40TWNOzjiRd28Jbzp59QOdqzOR5ftZ3hVRWcNtVdEyRpINnidgrY03iY1rYck8dXUztmGMOKa7e9mjFuUBjn1taeY2T1ED729gWMG1nFLx7dyPfvfZ6mw+3MmTKqL4qv46ifWENrW46fPbSefL7QFX64NUtzS5Z59WOPmSiQyWS49OypZHN5Xt7bzKzJI6kaWsHZobBLxvMbTnydtz+u303joTYumD+JIRX+L0OSBpItbqeAzoVRxxe61uon1rB6075X1eIGsGjOOJoOt/FfrlpI3bjhzJ8xhgeebKC6soJZk0cy2+DW76ZPrOHRldv53crtDKko42Nvn8+Pf72Oh5/bxsLZ47q9ZsmCSdzzmxc53Jrt3B+1pnoo40dV0bDj4AmX4ZHntgFw0Zl1J38jkqQ+YXA7BRwZOF4YfzSjbiSrN+3rXH3/ZC1bMoNlS2Z0vq6pHsrVS2e/qs/UiemYoABw9um1VFcN4bo3B5YsmNTjZu/DKitYungy9z/RwJmzx3cenzZhBCvW7mJ/Uyujhg8t6e9vbGrluRd3M23CiKPKIkkaGAa3U0DHGm4dA8cvO2caGWDBzDHHuUpJMG3CiM6vLyy2eFWUlzG3/vjf26uXzmbJgkmdS4oATK0tBLeGHQcYNbP71rpXeuz57WRzeS5aaGubJA0GDlg5BWzb1UR5WYYJxRmeY2oqefclc5w4cAoYVlnBzLqR1I2r7uz2LEVFedlRoQ2OhMAT6S59dt0uMsAFCyaWfI0kqf/Y4pZwT67ewfqtjUybOIKKcnP4qeiGaxeTz1PyvrM96dhh4USC254DLdQMH0pNdWldq5Kk/mVwS7CV63fz33/xPJVDy/ngW+cOdHHUT4ZV9s0/09rRw6gcUs7mEoNbPp9n38EWd8eQpEHEJpqEam5p5zs/X0lZWYbr33UmMyaN7P0ipVpZJsPU2uFs232ItvbuN67vqrklS2tbjtEjKl+D0kmSSmFwS6j9Ta20tGY5f/5EwnQnIag00yaMIJsrLNgMcOhwG7v2N7Orm63N9h5sAQpjJiVJg4NdpQmVzRZaTFwQVSei6wSF36zYwm+e2dp5bl79GN518Wxm1hVab/cVg5stbpI0ePjUT6hsrrCVfPmrHLCudJk2oTDT9GcPrec3z2xl4thqliyYxLz6Mbzw0l5u/Zen+P2q7QDsO9AR3JyYIEmDhS1uCdUZ3MoNbirdlNrCWn97D7QwbmQlN773LEYVW9SeXbeLO+55jhVrdnHB/EmdLW52lUrS4GGLW0J1Brcyv4Uq3bDKCqaMH07l0HI+9a5FnaENYOHscQytKOPlPYUt1PYdaAXsKpWkwcQWt4TqGONWXmaLm07M9e8+k1wuz4QxRy/zUZbJMGFMNS/vbe5cCgRgtC1ukjRoGNwS6kiLm8FNJ2b8qGE9nps4dhibdx5k38FW9h1sobws86r3vJUk9R372RLKMW7qDx2L7e7Ye4i9B1sYPWLoq96xQZLUdwxuCZXNOsZNfa9jv9ttuw+x/2Cr3aSSNMj02lUaQpgE3AYsijGe28N73gPcDlwfY7yvy/ELgMuAHHAJ8GfAZuB/AmsoBMfZwH+KMTa9ultJF7tK1R86WtzWbdlPNpd3YoIkDTKljHG7CLgXWNzdyRDCTGAn0PCK4yOBz8cYry6+vgvYQyGsrY8x3lo8/j3g48A3TvIeUimbK05OsKtUfWhiMbjFTXsBZ5RK0mDTa3CLMd4TQrj4OOc3ABtCCH/1ilNXAAdDCJ8FRgCrYoz3FM91fW8ZUNqu1+rU0eJWZoub+lDNsCEMq6xgd6NruEnSYNSfs0rrgfOBjwBZYHkIYXeMcXnHG0IIM4BZwKdK/dDa2po+LmYyVVcXWkTGjBpmnahPTZ0wgrUN+wCYVjfKny9JGkT6M7g1AitijG0AIYTHgKXA8uLrqRTGxV0TY2wp9UN37jzQD0VNnv2NhU3BDzW1WifqU+NqKllb/Loin/PnS5JOUn/84ntSUxJDCGOLY9iOZzkwo8vregoTEgghzKYQ2j4WY9wTQrj6ZMqRZp0L8DrGTX2sY5wbuPiuJA02pcwqXQpcB9SFEG6mMIngRgoTDb4aQsgAN1EIZteEENpijPfHGFeHEO4MIXwNaAO2AXeHEKqAh4AtwC9CCABrgZ/2/e2duto7xri5xpb62MQxRxbodXKCJA0upUxO+C3w21cc/kKX83kKy4Xc1s213+3mIw8DU06smHqlznXcbHFTH+tocascWs6wSjdXkaTBxNVbE6pzORAX4FUfm1jcw9TWNkkafPx1OqFybnmlflJdVcF58yZ0LsYrSRo8DG4J1blzgmPc1A8+/o4zBroIkqRu2M+WUG4yL0lS+hjcEspN5iVJSh+f+gnlJvOSJKWPwS2h3GRekqT0MbgllC1ukiSlj8EtoY6McTO4SZKUFga3hHIBXkmS0senfkK5HIgkSeljcEuojuBWZlepJEmpYXBLqI4xbhUGN0mSUsPgllBHZpX6LZQkKS186idUznXcJElKHYNbQjnGTZKk9DG4JVR7Lk8mA2UZg5skSWlhcEuobDbv+DZJklLGJ39CZXM5x7dJkpQyBreEyuXyLgUiSVLKGNwSKpvLOzFBkqSUMbglVGGMm8FNkqQ0MbglVDaXc3KCJEkp45M/obK5vJMTJElKGYNbQmVzdpVKkpQ2BreEcoybJEnpY3BLqEKLm98+SZLSxCd/QrkAryRJ6WNwSyjHuEmSlD4GtwTK5fPk8xjcJElKGYNbAmWzecDgJklS2hjcEiibywFQXu63T5KkNPHJn0C5nC1ukiSlkcEtgdqLwc1N5iVJSheDWwI5xk2SpHQyuCVQ5xg3F+CVJClVfPInULZjjJsL8EqSlCoGtwRycoIkSelkcEsgx7hJkpROFb29IYQwCbgNWBRjPLeH97wHuB24PsZ4X5fjFwCXATngEuDPYowNIYQZwF8C64AZwOdijAdf3a2kR2dXqWPcJElKlVKe/BcB9wLdNu+EEGYCO4GGVxwfCXw+xnhrjPFvgD8H9hRPfx/4xxjj7cBK4IsnV/x0au9cgNcWN0mS0qTX4BZjvAc4cJzzG2KMy7s5dQVwMITw2RDCl4DXxRibQghDKLS+PVl836PAshMveno5xk2SpHTqtav0VagHzgc+AmSB5SGE3cBqoDnGmC++rxGYUOqH1tbW9HU5E2f7/hYAakZUWR+SJKVIfwa3RmBFjLENIITwGLAUeAQYFkLIFMPbSGBHqR+6c2ePjX+psXtPEwAth1utD0mSBqn+aFw5qdHtIYSxxTFsx7OcwsSDDvXAmmKQWw50THS4EPjlyZQjrdxkXpKkdCplVulS4DqgLoRwM/AN4EYKEw2+GkLIADdRCGbXhBDaYoz3xxhXhxDuDCF8DWgDtgF3Fz/248CXQgiXA9OBz/b1jZ3KXA5EkqR0yuTz+d7fNXjk7RqEp1bv4Ls/X8mfvuk0Ljtn2kAXR5IkdaO2tqbPW1jsa0ugjnXcKmxxkyQpVQxuCeQYN0mS0sknfwI5xk2SpHQyuCVQtjgusczgJklSqhjcEsgWN0mS0snglkBuMi9JUjr55E+grJvMS5KUSga3BOroKnU5EEmS0sXglkC5nJMTJElKI4NbArXnnJwgSVIaGdwSyAV4JUlKJ5/8CeRyIJIkpZPBLYFydpVKkpRKBrcEyhrcJElKJYNbAjnGTZKkdPLJn0COcZMkKZ0MbglkV6kkSelkcEsgg5skSelkcEugzuDmGDdJklLFJ38CZbPFyQm2uEmSlCoGtwSyq1SSpHQyuCVQ1k3mJUlKJYNbAtniJklSOhncEiiby1FeliGTMbhJkpQmBrcEymbztrZJkpRCBrcEyubyjm+TJCmFDG4JlMvZ4iZJUhoZ3BKoPZd38V1JklLIp38CZbM5W9wkSUohg1sCZe0qlSQplQxuCeQYN0mS0snglkBZx7hJkpRKPv0TqGMBXkmSlC4GtwRyAV5JktLJ4JZATk6QJCmdDG4Jk8/nDW6SJKWUwS1hcvk8gJMTJElKIZ/+CZPNFoObLW6SJKWOwS1hsrlCcHOTeUmS0sfgljAdwc0WN0mS0qeitzeEECYBtwGLYozn9vCe9wC3A9fHGO/rcnwjsLH4ckuM8X3F428GPgA8B1wAfCHGuOak7yJFOoObY9wkSUqdXoMbcBFwL7C4u5MhhJnATqChm9M/iDHe0s3xbwHvjTGuCCF8Bvg88NGSSpxy2WwOgApb3CRJSp1em21ijPcAB45zfkOMcXkPp98YQvhCCOHWEMLruxx/Gagtfl0L/KHUAqedXaWSJKVXKS1ur8aNMcYnQgjVwNMhhCtjjOuA64HvFLtMzwb+udQPrK2t6aeiJkMrhcBWXT009XUhSVLa9GtwizE+UfzzUAjhGeDCEMIm4JfABTHGzSGEtwF3AeeV8pk7d/bY+JcKO3c1AdDWlk19XUiSNJj1RwPLSY1wDyGMDSGM7OU9l4YQ3tLl0BzgRaASGEthXBzANqDqZMqRRh1j3OwqlSQpfUqZVboUuA6oCyHcDHwDuBHYA3w1hJABbgLqgWtCCG0xxvuBHcAtIYTXAZOBn8YYHyl+5meAfwwhRGAR8Im+v7VTk2PcJElKr0y+uIVSQuTT3j24bst+vnLnH3jr+dN59yVzBro4kiSpB7W1NX3eyuJiYAmT61zHzRY3SZLSxuCWMEfGuPmtkyQpbXz6J4xj3CRJSi+DW8K0G9wkSUotg1vCZLMGN0mS0srgljC5vJvMS5KUVj79E8YFeCVJSi+DW8Ls2NsMwOgRlQNcEkmS9FozuCXM+m2NAMycfNwdxyRJ0inI4JYg+XyeDdsaGTeyilHDhw50cSRJ0mus171Kk+xwaztrGvax50AL+VyeJWdMomro0bf88HNbOXS4nTefN32ASlm63fsPc+BQG+fMHTPQRZEkSQPglA1ujU2t/O2Pnmbb7kOdx+5/soGPXjmf2VNGAdDWnuOuf19LS1uWN5w5meqqwV0dHd2ks+rsJpUkKY0S21X670818MlvPcTPHlpPc0v7UecONrfxd3c/w7bdh3j9GZP48LJ5XH7uNHbubeb2Hz7NM2t3ARAb9nK4NUs+D2sa9g3EbZyQDR3j2+pqBrgkkiRpICQ2uK1Yu4umw+3c97uNfPH7j/HCS3sBaG5p55s/eZbNOw9yyVlT+PCyeVy4sI5rLz2NG65dTD6f577HNgJ0BjiA1Zv2DsBdnJj1WxvJZKB+ksFNkqQ0Smxw27qribEjK7nqjbNobmnnjnueZeX63dxxz3Ns2NbIhWdM4n2Xn04mc2S9s3kzxrJw9jjWb21k08sHeGbdLqorKxhSUdYZ/AarbC7HS9sPMGX88GPG6UmSpHRIZHA7cKiV/U2tTKsdwZWvn8En3nkG2Wye//aTZ1nTsI9z5k7gg1fMpSxz7CK1Fy+eAsAPH1zDnsYWzpwzjtmTR9Kw4yAHm9v6tdzrNu+n6fDJ/R1bdjbR2p5jpuPbJElKrUQ23Wzd1QTA5NrhAJx1Wi0ff8cZfP/elSycNY4/f9t8ysu6z6QLZ49lTE0l6zbvB2DxnPFs33OI1Zv2ETftZV79GJav2MK+g620tmW5+KwpJxWWcvk8zS3tDK8aAsADT2zi7l+v46Iz6/jQFfNK/pyVG3azfksj2/cUJlnMcv02SZJSK5HBbfPOQnCbOn5E57GzQy13fOoNDKssP6p79JXKy8pYumgyP39kA+VlGc6YOY4xNZX8/OENPPfibh54soG1xVAHhZ0Kvvi+151wGf/Xg2v4zdNbeP0Zk5hSO4KfLF8HwPMb9pDP549bRiiM1bvrV2t55LltRx2fM3X0CZdFkiSdGhIZ3Dpa3KYUW9w6lLqcxxsWTea+x15i/owxVFdVMLNuJEOHlPFwMSSdO3cCy5bUc+cDkdiwj937DzNuVFXJ5Xtx636WP72FskyGR1duB2B4VQUTx1azfmsjO/Y1M3FMdY/X72k8zNfvWsHLe5uZPmEE/+ENs8jl8wyrrGDK+OE9XidJkk5tiQxuW3YeJJOBunE9h5/jGVNTyZc/dC411YXdByrKyzht6mie37CHudNH85Er5zOkoowLF9bx4pZGHn/hZa64oL7Hz8vn89z9q3UMqyznzedN54cPrAHghmsXs+fAYZ54YQfvuGgmG7Y1sn5rI6tf2ttjcNt7oIWv3bWCHXubueycabz7ktlUlCdyKKIkSepjiQtu+XyeLbuamDCmmiEV5Sf9OXXjjm65uuKCekaPGMqfXnoaQyoKQencuRP40YNr+P3z248b3NZvbeTBpxoAePCpBppbsixZMJG59YUdDl5/Rh0AlUMK5X3hpb0sLU6S6Gr7nkP8/T3PsWNvM8uW1HPVG2f12qUqSZLSI3HBbd/BVpoOtzN3et9u+zSvfgzz6o/+zOFVQ1g4axwr1u6iYcdBpk0Y0e21j696GSiMs3t23S6GVVbw7kvmHPO+unHVjBo+lNWb9h01zq2tPccjf9zGj3+9lta2HG+9YLqhTZIkHSNxwa2n8W39ZcmCSaxYu4vHnt/OtAnHhrFcLs+Tq3cwvKqCj719AQcOtZHN5Rg9ovKY92YyGebWj+HxVS+zbfchVm3cw6+e3sLOvc3k8nmGV1Xw4WXzOXfuhNfi1iRJUsIkLrht2XkQgCm13bd+9bVFc8YxvKqCXz+9mXPnTjhmaZDYsI/9Ta0sXTyZivIyxtQcG9i6mjt9NI+vepl/um8VL20/QOXQcmZNGcn0CSNYtmRGr9dLkqT0Styo980da7i9RrMrh1SU86Fl82hrz/Gtf32WHXsPkc/nyeZywJFu0vPnTSzp8zq6Y1/afoDa0VXc+uHz+Iv3n837Lw+GNkmSdFyJa3HbtP0A5WUZJo4Z9pr9nWedVsv7LzudOx9Yw03/9Di5fJ6yTIa500ezYdsBRo0YyunTSltfrXb0MKbWjiCby3HDtWcZ1iRJUskSFdzWbd7Hph0HOWPW2Nd8iYxLXjeVtvYcv1u5ncqh5bS0Znl+Y2F/08sWTqOsrLSJBJlMhi998BwAl/mQJEknJFHB7f88vB6Ay86ZNiB//+XnTefy86Z3vt61v5m1m/ezeM74E/ocA5skSToZiQpuD63YwsSx1SyYOXagiwLA+FHDGD/qteuylSRJ6Zaopp/2bI43nT2VMtc3kyRJKZSo4Da8qoILF04a6GJIkiQNiEQFtw8sm0/V0ET17kqSJPWZTD6fH+gynIj8zp0HBroMkiRJvaqtrenzsV2JanGTJElKM4ObJElSQhjcJEmSEsLgJkmSlBAGN0mSpIQwuEmSJCWEwU2SJCkhel3NNoQwCbgNWBRjPLeH97wHuB24PsZ4X5fjG4GNxZdbYozvKx4fCXwaaATOBh6LMX73pO9CkiQpBUrZhuAi4F5gcXcnQwgzgZ1AQzenfxBjvKWb438H3B5j3BBCGArMKq24kiRJ6dVrcIsx3hNCuPg45zcAG0IIf9XN6TeGEL4A1AD/N8b4uxBCBrgMeLzY8jYC+OZJlV6SJClF+nvjzxtjjE+EEKqBp0MIVwIHgBnA2hjjQyGEjwD/AHywlA+sra3pr7JKkiQNav0a3GKMTxT/PBRCeAa4EPhJ8fTjxT8fAW4u9TPdq1SSJCVBfzQ2ndSs0hDC2GI35/Hec2kI4S1dDs0BXowxNgOPcWRcWz2w5mTKIUmSlCalzCpdClwH1IUQbga+AdwI7AG+WhyzdhOFAHZNCKEtxng/sAO4JYTwOmAy8NMY4yPFj/0I8LkQwovAfOA/l1jejF2lkiQprTL5fH6gyyBJkqQSuACvJElSQhjcJEmSEqK/lwNRHwshvAm4isIYwnyM8cshhOuBhRQmeVwIfDXG+Fg31y6mMJ5wAzABuCHG2B5CqKKwKPIW4LTi9afkhJEe6m8o8DmgicKYy90xxpu6udb6677+zgKuB1YBC4C/jDFu6uZa66+bnWhCCN8EDgEHgUXAp2OM27u51vrrvv5uAS7u8ra/iTE+2M211l/39Xc2hXHrTwHnA1/3+TG42eKWIMX18L4PfKa4I8WZIYRLgUrgkzHGrwE/AP66m2szwA8pPFS/AmSBDxRPfxrYFGO8ncJiyP/cz7cyII5Tf18EHo0x/n2M8ePAj7u51vrruf7+B3BH8efvHuDb3Vyb+vor6tiJJtPlWFOM8abi/a+gMNnrKNZfp+7qjxjjxV3+6y60WX8F3dXfbcCPYox/C9yJz49Bz+CWLEuAl2KMLcXXjwLLYoxfKy6zAoVlV1Z1c+0sYFiX3+QfBZYVv15GYYkWYox/BBb1ttxLQnVbf8B7gZkhhE+HEG4FjmntwPqDnuvvNKCjhW09cGk311p/FHaiobAIeddjXdexLKPQ8vZK1h/d1x9ACOGmEMINIYQvFn/BeCXrjx7r72Wgtvh1LfCHbi61/gYRu0qTZQJH/6NrLB7raAL/r8BZFLqyOo79gcJOFT1ee5xzjX19AwOsp/ucQaHb71vFrsCfABdbf8fo6T4fAS4AfgmcB1SHECqA8Vh/JQshjAYuB64uvvbnrzT/CmyMMTaFED5BocX3w9ZfyW4G7g4hnE7hl7NPgT9/rxRCmE2hdfJpYCqFITV/HUIoAz4K3Ar8SYxxZQ/X91lXsy1uybKDwr6vHUYWjxFj3B5jvB64Bfi3jmPAeTHGtuNd28u5U0lP99nI0Tt5vCGEUG79HaOn+7wOWFIca5kBtsYY262/0oUQRgHQ8/iBAAACe0lEQVTfBT4UY9wD/vstVYzx+RhjU/Hlr4E/KR63/krzC+DzMcYbgI8D/xZCyFh/xxgL3B1j/HrxWXttcXzgIgrPj0M9XdjXXc0Gt2R5DKgPIVQWX18I/DKE8Pku79nAkV0pAIYU/1wPNBd/i+q8tvj1Lyn8pkUIYSHwbIzxlPptqajb+gN+xdE7ebwYY8wWX1t/R/RUf3UxxptjjHcAmymMk+lg/fUihDAe+A6Fh+eGEMLVXU5bf70IIXy9y8vTgHVdXlt/vZsGbCt+vY3CmOkO1l9RjPHJGOO9XQ6VURifuiLG+Ewvl/dpV7ML8CZMCOEy4F3ATqCtOKvv20ArsItC+r87xvjzEEId8CQwM8bYVmyq/STwEoXfHjqaaodRaKrdRmGM3FdO1VlBPdTfFODLwIvAPOAfYoxPWH/H6qH+bqbwP6ZVwCgK999s/R2ruBPNfwTeAnyPwk40j1IYtrKn+LYDMca3WX/H6qH+vgRUU2jlWQh8Kca4xvo7Vg/19xbgPcBzFGbV/yzG+L+tv56FEN4JXFxsees4thG4sqOr9BVdzecA34sxLi6eexNwS4zxohBCBK7pCH8hhM3Fz+76C8hRDG6SJEklCCFcAryTwrI9uS7HN9IluBWPTYkxbimOj3sgxji7ePwq4P0xxqtCCA8DfxFjfLh4rhGYerxWS7tKJUmSehFCWAa8mcK6lZNCCEt6uaRfupptcZMkSTqO4kSE31JYqBhgOIWxqfdSmC36OQrje38UY/x9f3Y1G9wkSZISwq5SSZKkhDC4SZIkJYTBTZIkKSEMbpIkSQlhcJMkSUoIg5skSVJCGNwkSZISwuAmSZKUEP8fRMfRC26t+1wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tick_resam['Mid'].plot(figsize=(10, 6));\n",
    "# plt.savefig('../../images/ch08/fts_15.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>\n",
    "\n",
    "<a href=\"http://tpq.io\" target=\"_blank\">http://tpq.io</a> | <a href=\"http://twitter.com/dyjh\" target=\"_blank\">@dyjh</a> | <a href=\"mailto:training@tpq.io\">training@tpq.io</a>"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
